{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<i>Copyright (c) Microsoft Corporation.</i>\n",
    "\n",
    "<i>Licensed under the MIT License.</i>"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Orange Juice Data Exploration in Python\n",
    "\n",
    "In this notebook, we use Python to explore the Orange Juice (OJ) dataset. The OJ dataset is from R package [bayesm](https://cran.r-project.org/web/packages/bayesm/index.html) and is part of the [Dominick's dataset](https://www.chicagobooth.edu/research/kilts/datasets/dominicks).\n",
    "\n",
    "## Dataset description\n",
    "\n",
    "This dataset contains the following two tables:\n",
    "\n",
    "- **yx.cs.** - Weekly sales of refrigerated orange juice at 83 stores. This table has 106139 rows and 19 columns. It includes weekly sales and prices of 11 orange juice\n",
    "brands as well as information about profit, deal, and advertisement for each brand. Note that the weekly sales is captured by a column named `logmove` which\n",
    "corresponds to the natural logarithm of the number of units sold. To get the number of units sold, you need to apply an exponential transform to this column.\n",
    "\n",
    "- **storedemo.csv** -  Demographic information on those stores. This table has 83 rows and 13 columns. For every store, the table describes demographic information of its consumers,\n",
    "distance to the nearest warehouse store, average distance to the nearest 5 supermarkets, ratio of its sales to the nearest warehouse store, and ratio of its sales\n",
    "to the average of the nearest 5 stores.\n",
    "\n",
    "Note that the week number starts from 40 in this dataset, while the full Dominick's dataset has week number from 1 to 400. According to [Dominick's Data Manual](https://www.chicagobooth.edu/-/media/enterprise/centers/kilts/datasets/dominicks-dataset/dominicks-manual-and-codebook_kiltscenter.aspx), week 1 starts on 09/14/1989.\n",
    "Please see pages 40 and 41 of the [bayesm reference manual](https://cran.r-project.org/web/packages/bayesm/bayesm.pdf) and the [Dominick's Data Manual](https://www.chicagobooth.edu/-/media/enterprise/centers/kilts/datasets/dominicks-dataset/dominicks-manual-and-codebook_kiltscenter.aspx) for more details about the data.\n",
    "\n",
    "\n",
    "## Global setting and imports\n",
    "To run this notebook, please ensure to run through the `SETUP.md` guide in the top-level directory, which will create and activate `forecasting_env` conda environment, as well as, register that environment as a Jupyter kernel.\n",
    "\n",
    "You can then launch the Jupyter notebook by running `jupyter notebook` and select the kernel named `forecasting_env` in the list of kernels under Kernel tab."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# import packages\n",
    "import os\n",
    "import math\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import itertools\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm\n",
    "\n",
    "from fclib.common.utils import git_repo_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dataset\n",
    "\n",
    "Let's read in the OJ dataset and look at what it contains."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "lines_to_next_cell": 2
   },
   "outputs": [],
   "source": [
    "# Data directory\n",
    "DATA_DIR = os.path.join(git_repo_path(), \"ojdata\")\n",
    "\n",
    "sales_file = os.path.join(DATA_DIR, \"yx.csv\")\n",
    "store_file = os.path.join(DATA_DIR, \"storedemo.csv\")\n",
    "\n",
    "sales = pd.read_csv(sales_file, index_col=False)\n",
    "storedemo = pd.read_csv(store_file, index_col=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>store</th>\n",
       "      <th>brand</th>\n",
       "      <th>week</th>\n",
       "      <th>logmove</th>\n",
       "      <th>constant</th>\n",
       "      <th>price1</th>\n",
       "      <th>price2</th>\n",
       "      <th>price3</th>\n",
       "      <th>price4</th>\n",
       "      <th>price5</th>\n",
       "      <th>price6</th>\n",
       "      <th>price7</th>\n",
       "      <th>price8</th>\n",
       "      <th>price9</th>\n",
       "      <th>price10</th>\n",
       "      <th>price11</th>\n",
       "      <th>deal</th>\n",
       "      <th>feat</th>\n",
       "      <th>profit</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>40</td>\n",
       "      <td>9.018695</td>\n",
       "      <td>1</td>\n",
       "      <td>0.060469</td>\n",
       "      <td>0.060497</td>\n",
       "      <td>0.042031</td>\n",
       "      <td>0.029531</td>\n",
       "      <td>0.049531</td>\n",
       "      <td>0.053021</td>\n",
       "      <td>0.038906</td>\n",
       "      <td>0.041406</td>\n",
       "      <td>0.028906</td>\n",
       "      <td>0.024844</td>\n",
       "      <td>0.038984</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>37.992326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>46</td>\n",
       "      <td>8.723231</td>\n",
       "      <td>1</td>\n",
       "      <td>0.060469</td>\n",
       "      <td>0.060312</td>\n",
       "      <td>0.045156</td>\n",
       "      <td>0.046719</td>\n",
       "      <td>0.049531</td>\n",
       "      <td>0.047813</td>\n",
       "      <td>0.045781</td>\n",
       "      <td>0.027969</td>\n",
       "      <td>0.042969</td>\n",
       "      <td>0.042031</td>\n",
       "      <td>0.038984</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.126667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>47</td>\n",
       "      <td>8.253228</td>\n",
       "      <td>1</td>\n",
       "      <td>0.060469</td>\n",
       "      <td>0.060312</td>\n",
       "      <td>0.045156</td>\n",
       "      <td>0.046719</td>\n",
       "      <td>0.037344</td>\n",
       "      <td>0.053021</td>\n",
       "      <td>0.045781</td>\n",
       "      <td>0.041406</td>\n",
       "      <td>0.048125</td>\n",
       "      <td>0.032656</td>\n",
       "      <td>0.038984</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>8.987197</td>\n",
       "      <td>1</td>\n",
       "      <td>0.060469</td>\n",
       "      <td>0.060312</td>\n",
       "      <td>0.049844</td>\n",
       "      <td>0.037344</td>\n",
       "      <td>0.049531</td>\n",
       "      <td>0.053021</td>\n",
       "      <td>0.045781</td>\n",
       "      <td>0.041406</td>\n",
       "      <td>0.042344</td>\n",
       "      <td>0.032656</td>\n",
       "      <td>0.038984</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>9.093357</td>\n",
       "      <td>1</td>\n",
       "      <td>0.060469</td>\n",
       "      <td>0.060312</td>\n",
       "      <td>0.043594</td>\n",
       "      <td>0.031094</td>\n",
       "      <td>0.049531</td>\n",
       "      <td>0.053021</td>\n",
       "      <td>0.046648</td>\n",
       "      <td>0.041406</td>\n",
       "      <td>0.042344</td>\n",
       "      <td>0.032656</td>\n",
       "      <td>0.038203</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>29.920000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   store  brand  week   logmove  constant    price1    price2    price3  \\\n",
       "0      2      1    40  9.018695         1  0.060469  0.060497  0.042031   \n",
       "1      2      1    46  8.723231         1  0.060469  0.060312  0.045156   \n",
       "2      2      1    47  8.253228         1  0.060469  0.060312  0.045156   \n",
       "3      2      1    48  8.987197         1  0.060469  0.060312  0.049844   \n",
       "4      2      1    50  9.093357         1  0.060469  0.060312  0.043594   \n",
       "\n",
       "     price4    price5    price6    price7    price8    price9   price10  \\\n",
       "0  0.029531  0.049531  0.053021  0.038906  0.041406  0.028906  0.024844   \n",
       "1  0.046719  0.049531  0.047813  0.045781  0.027969  0.042969  0.042031   \n",
       "2  0.046719  0.037344  0.053021  0.045781  0.041406  0.048125  0.032656   \n",
       "3  0.037344  0.049531  0.053021  0.045781  0.041406  0.042344  0.032656   \n",
       "4  0.031094  0.049531  0.053021  0.046648  0.041406  0.042344  0.032656   \n",
       "\n",
       "    price11  deal  feat     profit  \n",
       "0  0.038984     1   0.0  37.992326  \n",
       "1  0.038984     0   0.0  30.126667  \n",
       "2  0.038984     0   0.0  30.000000  \n",
       "3  0.038984     0   0.0  29.950000  \n",
       "4  0.038203     0   0.0  29.920000  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# First few rows of sales data\n",
    "sales.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STORE</th>\n",
       "      <th>AGE60</th>\n",
       "      <th>EDUC</th>\n",
       "      <th>ETHNIC</th>\n",
       "      <th>INCOME</th>\n",
       "      <th>HHLARGE</th>\n",
       "      <th>WORKWOM</th>\n",
       "      <th>HVAL150</th>\n",
       "      <th>SSTRDIST</th>\n",
       "      <th>SSTRVOL</th>\n",
       "      <th>CPDIST5</th>\n",
       "      <th>CPWVOL5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2</td>\n",
       "      <td>0.232865</td>\n",
       "      <td>0.248935</td>\n",
       "      <td>0.114280</td>\n",
       "      <td>10.553205</td>\n",
       "      <td>0.103953</td>\n",
       "      <td>0.303585</td>\n",
       "      <td>0.463887</td>\n",
       "      <td>2.110122</td>\n",
       "      <td>1.142857</td>\n",
       "      <td>1.927280</td>\n",
       "      <td>0.376927</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5</td>\n",
       "      <td>0.117368</td>\n",
       "      <td>0.321226</td>\n",
       "      <td>0.053875</td>\n",
       "      <td>10.922371</td>\n",
       "      <td>0.103092</td>\n",
       "      <td>0.410568</td>\n",
       "      <td>0.535883</td>\n",
       "      <td>3.801998</td>\n",
       "      <td>0.681818</td>\n",
       "      <td>1.600573</td>\n",
       "      <td>0.736307</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>0.252394</td>\n",
       "      <td>0.095173</td>\n",
       "      <td>0.035243</td>\n",
       "      <td>10.597010</td>\n",
       "      <td>0.131750</td>\n",
       "      <td>0.283075</td>\n",
       "      <td>0.054227</td>\n",
       "      <td>2.636333</td>\n",
       "      <td>1.500000</td>\n",
       "      <td>2.905384</td>\n",
       "      <td>0.641016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9</td>\n",
       "      <td>0.269119</td>\n",
       "      <td>0.222172</td>\n",
       "      <td>0.032619</td>\n",
       "      <td>10.787152</td>\n",
       "      <td>0.096830</td>\n",
       "      <td>0.358995</td>\n",
       "      <td>0.505747</td>\n",
       "      <td>1.103279</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>1.820474</td>\n",
       "      <td>0.441268</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>12</td>\n",
       "      <td>0.178341</td>\n",
       "      <td>0.253413</td>\n",
       "      <td>0.380698</td>\n",
       "      <td>9.996659</td>\n",
       "      <td>0.057212</td>\n",
       "      <td>0.390942</td>\n",
       "      <td>0.386628</td>\n",
       "      <td>9.198734</td>\n",
       "      <td>1.111111</td>\n",
       "      <td>0.839303</td>\n",
       "      <td>0.105999</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   STORE     AGE60      EDUC    ETHNIC     INCOME   HHLARGE   WORKWOM  \\\n",
       "0      2  0.232865  0.248935  0.114280  10.553205  0.103953  0.303585   \n",
       "1      5  0.117368  0.321226  0.053875  10.922371  0.103092  0.410568   \n",
       "2      8  0.252394  0.095173  0.035243  10.597010  0.131750  0.283075   \n",
       "3      9  0.269119  0.222172  0.032619  10.787152  0.096830  0.358995   \n",
       "4     12  0.178341  0.253413  0.380698   9.996659  0.057212  0.390942   \n",
       "\n",
       "    HVAL150  SSTRDIST   SSTRVOL   CPDIST5   CPWVOL5  \n",
       "0  0.463887  2.110122  1.142857  1.927280  0.376927  \n",
       "1  0.535883  3.801998  0.681818  1.600573  0.736307  \n",
       "2  0.054227  2.636333  1.500000  2.905384  0.641016  \n",
       "3  0.505747  1.103279  0.666667  1.820474  0.441268  \n",
       "4  0.386628  9.198734  1.111111  0.839303  0.105999  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# First few rows of store demographic data\n",
    "storedemo.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of stores is 83.\n",
      "Number of brands is 11.\n",
      "Number of time series is 913.\n",
      "\n",
      "Lenth distribution of the time series:\n",
      "count    913.000000\n",
      "mean     116.253012\n",
      "std        4.730982\n",
      "min       87.000000\n",
      "25%      115.000000\n",
      "50%      117.000000\n",
      "75%      119.000000\n",
      "max      121.000000\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "# Check number of time series and lengths\n",
    "print(\"Number of stores is {}.\".format(len(sales.groupby([\"store\"]).groups.keys())))\n",
    "print(\"Number of brands is {}.\".format(len(sales.groupby([\"brand\"]).groups.keys())))\n",
    "print(\"Number of time series is {}.\".format(len(sales.groupby([\"store\", \"brand\"]).groups.keys())))\n",
    "print(\"\\nLenth distribution of the time series:\")\n",
    "print(sales.groupby([\"store\", \"brand\"]).size().describe())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of rows before filling gaps is 106139.\n",
      "Total number of rows after filling gaps is 110473.\n"
     ]
    }
   ],
   "source": [
    "# Fill missing gaps\n",
    "store_list = sales[\"store\"].unique()\n",
    "brand_list = sales[\"brand\"].unique()\n",
    "week_list = range(sales[\"week\"].min(), sales[\"week\"].max() + 1)\n",
    "item_list = list(itertools.product(store_list, brand_list, week_list))\n",
    "item_df = pd.DataFrame.from_records(item_list, columns=[\"store\", \"brand\", \"week\"])\n",
    "\n",
    "print(f\"Total number of rows before filling gaps is {len(sales)}.\")\n",
    "sales = item_df.merge(sales, how=\"left\", on=[\"store\", \"brand\", \"week\"])\n",
    "print(f\"Total number of rows after filling gaps is {len(sales)}.\")\n",
    "\n",
    "# Fill the missing `logmove` with zeros\n",
    "sales[\"logmove\"] = sales[\"logmove\"].fillna(value=0)\n",
    "\n",
    "# Merge sales and store demographics\n",
    "sales = sales.merge(storedemo, how=\"left\", left_on=\"store\", right_on=\"STORE\")\n",
    "\n",
    "# Compute unit sales for later analysis\n",
    "sales[\"move\"] = sales[\"logmove\"].apply(lambda x: round(math.exp(x)) if x > 0 else 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize sample time series\n",
    "\n",
    "We look at some examples of weekly sales time series for sample store and brand."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot sample time series of sales\n",
    "sample_store = 2\n",
    "sample_brand = 1\n",
    "sales_sub = sales.loc[(sales[\"store\"] == sample_store) & (sales[\"brand\"] == sample_brand)]\n",
    "plt.plot(sales_sub[\"week\"], sales_sub[\"move\"])\n",
    "plt.plot(\n",
    "    sales_sub[\"week\"].loc[sales_sub[\"move\"] > 0],\n",
    "    sales_sub[\"move\"].loc[sales_sub[\"move\"] > 0],\n",
    "    linestyle=\"\",\n",
    "    marker=\"o\",\n",
    "    color=\"red\",\n",
    ")\n",
    "plt.gcf().autofmt_xdate()\n",
    "plt.xlabel(\"week\")\n",
    "plt.ylabel(\"move\")\n",
    "plt.title(f\"Weekly sales of store {sample_store} brand {sample_brand} \\n missing values are filled with zero\")\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Weekly sales of all brands in store 2.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 12 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot sales of all brands in a sample store\n",
    "sample_store = 2\n",
    "brand_list = sales.loc[(sales[\"store\"] == sample_store), \"brand\"].unique()\n",
    "fig, axes = plt.subplots(nrows=3, ncols=4, figsize=(15, 15))\n",
    "print(\"Weekly sales of all brands in store {}.\".format(sample_store))\n",
    "\n",
    "brand_num = 0\n",
    "for row in axes:\n",
    "    for col in row:\n",
    "        if brand_num < len(brand_list):\n",
    "            brand = brand_list[brand_num]\n",
    "            sales_sub = sales.loc[(sales[\"store\"] == sample_store) & (sales[\"brand\"] == brand)]\n",
    "            col.plot(sales_sub[\"week\"], sales_sub[\"move\"])\n",
    "            col.set_ylim(0, 150000)\n",
    "            col.set_title(\"brand {}\".format(brand))\n",
    "            col.set_xlabel(\"week\")\n",
    "            col.set_ylabel(\"move\")\n",
    "            brand_num += 1\n",
    "        else:\n",
    "            col.axis(\"off\")\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Impact of demographics, brand, and store\n",
    "\n",
    "In this section, we plot the boxplot of the sales across different stores, brands and different values of the demographics variables. There are variations of the sales observed across these variables. We also observed through our modeling experience that once we included the store and brand variables, the contribution of the demographic variables seems to be limited. However, submitters are encouraged to make the decision of whether to include these variables or not according their own judgement."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Correlation between unit sales and each demographic feature:\n",
      "AGE60       0.047409\n",
      "EDUC       -0.026599\n",
      "ETHNIC      0.074581\n",
      "INCOME     -0.050484\n",
      "HHLARGE     0.000940\n",
      "WORKWOM    -0.063461\n",
      "HVAL150    -0.026362\n",
      "SSTRDIST    0.032859\n",
      "SSTRVOL    -0.027255\n",
      "CPDIST5     0.006355\n",
      "CPWVOL5    -0.078144\n",
      "dtype: float64\n",
      "\n",
      "Correlation between log-scale sales and each demographic feature:\n",
      "AGE60       0.034674\n",
      "EDUC       -0.012200\n",
      "ETHNIC      0.044293\n",
      "INCOME     -0.023183\n",
      "HHLARGE    -0.026629\n",
      "WORKWOM    -0.023059\n",
      "HVAL150    -0.002460\n",
      "SSTRDIST   -0.006033\n",
      "SSTRVOL    -0.071799\n",
      "CPDIST5     0.026050\n",
      "CPWVOL5    -0.059456\n",
      "dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(\"Correlation between unit sales and each demographic feature:\")\n",
    "print(sales[storedemo.columns[1:]].corrwith(sales[\"move\"]))\n",
    "\n",
    "print(\"\\nCorrelation between log-scale sales and each demographic feature:\")\n",
    "print(sales[storedemo.columns[1:]].corrwith(sales[\"logmove\"]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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uu1wE4pzAtTnZZ55K+1IpCpnOOnESEtlwN022fzhDUcUkcp1JJPv/GWOWPhaZnhvf/cTWEqZbiv8Nh8OuaaiqqrKkt8ouLq5o8ntCoZBJ4+DgoPm/WKc4JlRCmlseRGfdUfI7iO8OwAxMy8JJdGG5PXgdRS0k5s2bZ+nY5cuXm5JW5duXA1jcH7d8+XIls5S1Gjn3ORqN0oYNGywT0atWyv2Cmc5FT+V6cGJiKjDGlFknohU2WavKK9Ix0dOxPrxCFQSurq62uJsyYUnIjKyurs5SJq/fDTgz4K4KnuoqxyS4uyeXfcx3JuVuJdFfzulNFcfjrh/RIuLvoYLsjlX59qurqy2WCNfQRXeTfEysOTDb7pJLLkm6h9fH/3Khwi0qcUxxQSS+pyhQRdoZY6bQ4ef8f/kbErLVUdRC4pJLLjEbiAsAALbZBLK2BYDa29stDEJklrJrwjAMamtrszTwqlWrLBqgV62U5ybLk5P7O1UT0cn37OR6UAmJO+64I+Xkl4N/3d3dVFtba6bTZcKq8go+KWXGmErYcY1MnoxeM0lSQfYNy4zMSYi4gRwc5wxFbG8vwVneDqqYhFgnZ9LZ7GNZ+BmGYcv4IpEIlZeXp3QdAYntJ0SsX7/edpzI/aNioKFQyCKA+XWx3UQ65XK4kCotLaVYLJZSoxddQaLA5kxfbCs7GvjBlSMxm0kWGqqDilVITJ8+3XEvdHGSyK4GAPTkk09amLrsFhBdQbweLoj45BfNb6+WRCpJrpqIbnzPTn53VSDO5/NZ/KVymXxCilYVdz/wOlesWGHJ3kjHHeUl+Cr7YEUa7MAnEFco+F+fz+eJzlRwslYYY1RXV2eZ8HV1dZ6ClLI1wl1vch96sSTsAtecWXIftshcMx3PUVnvsvuE08LbTkzrtHs3L5YEAEvbcotZZMK8D3lbi0xcZLiMsaSAu3hw3sEYo4ULF5pjl68sFxk6Y8yihHG+IcZvRKGiEjQlJSWmQLW7d0oJCeBsDjd/YdFy4Nc5ZOYp5wnLwSSZmcqDo6uryxQe6WpWvBPk1Dm7iegm8Orkd5e3NuCTKNUWAiorrK2tzRQKAExGl467g9PlZc0I19hFn7k8BmShAyTMflHIcjdApsD3w5H3QeJjlDFGixYt8iTcZABWa1Bc6JaOkA4Gg7Ro0SKLYLPTSEWlKNPxHHl881XDPLuJ0yC6iMW0ThW8xiQAq+XBrX2uHG7YsMGS3cTHVWVlZZKLKpVlIAe2edur1jSIzxqGYYkXiHOSb8joJi4i1i3+zg/erjkXEgA2A3gbwGvCta8D+B8AuwH8EEC1m7Kqq6st0fhoNJrSkpC1FM7k+QZXMlNSLU6RJ86sWbMsE9Or6c3L4YxOHkxyINtN4NVJkKh8rnV1dRba5TJVgkXUbHiWiegy8eLuIPLuq3fax0dldQGgyy+/3FLOTTfdlFEh4ff7qba2Nmmc8b6TmQVXPrzQIAuJ7u5u01Vpp7A4xankBWd2TE5krpm2JGTrXdyJ1A3zVc1BVXaTyJBVbdHQ0GCZ9zxLiN/PV1OLz3AhIWYgifSdd9555jMiH1G50Xg7i1q/3SFbEm4O2dqR21bc+iQfQuIDAC6RhEQrAP/E//cAuMdNWX6/3+wUMSiTaoWjlxRWecDKklfMFpiskFBpbSpG6caScHJJyWW4CcCLWrs4qLhGx/2uXFPmAteLJSEzPqLUAXUnt46qrXjbisyQv0u6kBdDigyDa4WcyRBR0ljife9FI1etteDBVNVYdBoTKtedqMAwxkzNNpUgmizk9+Lt54bxqRQ9IjIVSLs2VymHckxCTv2VY3g+n8+iGIhavMx8VQxZFiicPm61+f1+SzuI/4uK8mQPMQ4UjUbpgx/8YO6FRKLPEBGFhPTb3wB4zE058uZjco6vm5XLqbQrmcmIkyYWi9GKFSuUA9RLlk+qDlO5wNzugpnqvWThx1N7RVeRuF9ONBolv99vcUcAoAsuuMAc9H6/35L5kk4wFrDmo0ejUYsWqdL4ZHcTn2x8sMvbJ4hmunikm9apClLzfhGZDGcaMoNIV1CpFkRyS85uLKdKkeWKljiuZCYUDAZp5syZ5vVMZTeJY9Xv91vSTXm7OQVWReYpM3T+LF/NzN1PqeaY2LZynMYuJiHGPewOlUBwy7jF/0Wlkr+X6L4aHBxMGcAWj5qaGqW7STyowITEfwL4pJty/H6/RUiIS8ztrARxQYo4mVUahWphDzcBxedFxlhWVpa0c2Yqs18cPKrBIbubZI1e5Yd3gpMWqtoLn9PINXBxVScvU47veE3rrK2ttax74EK4oqLCNkuLpwUahmHGRPjkl4OePFagmrjpboWicmXIY0PsTz6OgsGgRev/xCc+4UlIEFktGC6k7cayU7A81bYc8lYRAKhp7XYicpdp5yUTj7uYvDBRWeDK+0s5MD8iSrZYRbq5UJEFvJgRx5UsNzEJcTzw+eH3+y2ZR11dXcpnRNc4vya2l1ury6ugIgX/ZYm2zQ4YYxEA24lovnS9C8ACAB8jGwIYY6sArAIAv99/6djYmPmb3+/H2NgYnnnmGWzZsgWPPfYYKisrcerUKUybNg0DAwMYHx8HYwxi8YFAAGNjY5g2bRpisRhCoRAef/xxAMC9996LJ554AqOjowCAUCiEoaEhkR4QEZ555hns2bMHX/jCFzA+Po5IJIKDBw9izpw5uOyyy/DCCy/gkUcewbPPPouHH34YX/jCF9DS0oKlS5dayhHx05/+FADw6quv4pvf/CYeeeQRtLa24qabbsK1115r3ve9730PDz30EHbs2GFee/bZZ/Hoo4+aNHzyk5/ElVdeCQC49tprcfr0aVRUVODtt9/GtGnTcPz4cYyNjXELDddddx1Wrlxplrd48WIEAgHMmjULBw8eRG1tLQYHB832bm1tRWVlJUpKSnD06FHMmTMH7e3tuOeee/Dss8/aDwYB1157LU6ePInx8XHwfg0EAqiursb3vve9pLZYvHgxAKCmpgYnTpwAkPj0IgAYhgGfz4fR0VGEQiH09PTg61//Ol566SUwxtDQ0GC++6lTp1BWVmbW4QWLFy9GOBxGeXm5Wd5bb70FAKioqEAsFhMVIDzzzDNmnxtG4ivBvP2Hh4fNPneCPI6uvvpqnDx50jLeT506hdLSUjz++ONYsmQJysrK8OUvfxktLS3Ys2cP/umf/gmnT5/Gzp07ccUVVwAAVq9ejba2Nmzbtg3333+/bf1Na7fjbwO/wLe+9S2EQiHz3U+ePIlwOIyjR4+itrYWY2Nj+Md//Eezzq9//etYuXKlORb/7u/+zpwfBw8eBJDow5qaGnR3d+PDH/6w674wDANz5sxBTU0NXn31VbMt+ThJNcdefvllfOELX1C2/5IlS2AYBuLxOMbHxwEkeA0RYefOnQCAa665BkeOHDHHVSr+KdPx1FNPWd6TMQYA5j3i7/w3cZx1dHSgra0tZVtx+vlfcRy6AREx1cWcWhIAbgDwcwBlHsox3Qdceovuj/LycotmiwmpKGZE8UO1X76s5fC4x8yZM6mvr898Vs5yAJBkSYiporILS7RMZBNRdidhQmMSIWdxOfmfU5m8qi2ExfdSaZW83RcsWGDrznADOSsIQFJqqBhQF/td9R4AkgKU/HcRk/l+B5CwLmWrS6wbsCY4yG3P30EMCDtp4HI8htcnW3L8vQAokwLE32+//XZlTEJ1NK3dnuS7r6urM8eOavEpUXKsS06tFoP4YjvJQX/VIWYeif2pmleqeS9avbK1HwgELFo6Tz8V34On5qaiUZwv4sLAVIcYJxD5gmqcualXblu7OqPRKH3+85/n75lfdxOADwH4DYB6j+UkbWYlNkBlZaVywYvYqPKXm/7iL/7C7HxV2qddQErOCBGxYsUKS8BK9JPLdMv51LI7yW5HS7/fb8kIET+AQpT4XrGYrup0yAyH0ydnRfABJaZ4AgnB5+TGkRmhHPeQJ5IcmObXxVQ9sf0B0Fe+8hVLhhX/XaxXzlRxolN0Y/LyVG4arwePi7jZgJGnYMoKjzjexQVjwNmUZd6WwveLCYCZp5+K8fA+b1q7nfj8E9c0yK6ZdevWWYSCvFcaz6gS+8eubie/eaqVyCJNMoNUZcWpVlyrnhddP6p1EnaHHBfh/1988cU0MDCgbHPxULkDU9XX399vOXfiAxyrVq3i57kTEgB6ALwJYBTAIQArAewH8DqA/544Nrkpq6GhIUnaiw3A/b7yYFFZEkDSXiVKzTbVIUp3eX8nPhjEbTfcpvQtWrTIFDKqFdo880T060YikaTYCg9MO9Up0iVrxyqaRStLHMScydsxXlV6qjjoGxsbLQxC3j6Z/6baSI2/Z3l5uYVxcgYkByHd0imvLJcnsoqpiIc4mfkzopbKrWB5LYe8Syxj1i1JxPHHmaWYZy/He+Rcf04TF7ii4FVpslxIiOsJGGMWIcFz/Xn7d3dbvw3B+1yMfznNsVSHGKMTGZ2beStucClaSKo+lIWYOO9VY9HLobJEVLxKpEukh68Ed6sMujzGlbx8ssIgF8esWbMsA0GW8CLDEJmQXYaLvBWB3++nmpoaVwNYzisWtXquHXMmzwPPTsvxVUKGb1Ms1y1aDvLqZzG90WnSyMFDLqh4nbKmLLp+xGd4EF+crCLs0lPLysrMthPblNMhLjrj94srgnlbiQFHu/4WD7uFVap0YbFtOWMQN4nkZXJhpxIc4t+6ujpLXwKJTBnR3afKy+eBaJkp8HYThZ+4Rxh3DYkZOqmYispK4kLCbgGZan2Iyv3Es7JkxhsKhZK0XzeH6PYU20rmCTJvEN1NfFy5cR3JQeRsHCq63bq1JntMeDb+r4r/5l0AuDkAa9ojb1DVxPPakXyw2KW12WkY8+bNI+CsJcEYs2ie3JIQy+Bal2zOcqbE94vikz0cDlu2JQASPm8OngEl1iG6flK9d6pdLhljFoEpCgXgLBPh7Z1q6wPOOERwGsQ65syZYylDjL9wGnj/iEyMT37RPejGGiRK/RUy/m6iVSZaEeI4E+sTN0N0an/+rJhiKX9bWs6qUrm5SkpKTMZnGMmL1NatW2cR8l6OprXbLd9EFn8Ts9Hksd7R0WFx3S1ZsoSAZOvejdtuYGAgqb1V2X5O5ahcbyqaVIfMW9woJPI4TMeCEi2WmpoaVzGGVDQkHexsLAzAy0r+m20Gn4lD9XIVFRXmZFUFLeUAlN0hMkZV3EPVCeJ9oja8YsUKC3Nsb2+3aH92ezfFYjFLHIDfz5mvnHInamPyJOP727sxQ8W98EXG19TU5Di4+IZlYnxGFXxV5e37fD4l3eJknjdvnmXRHp8khnF2qwL+u1gnT9nkZdmldcpbg8hfIePbenNNNRgM0sUXX2yp064P3ExOOfbFmW1NTY3FdSq7j1IxJN7e8maVO3bssLUuncaJKCTk+SEmcogWkOzGERcbyoqe6kM4TsyPzwd5F+VUz6vWqfCx5iadVRYS6cSknBi4Kt4gCqN0rAo3/Su0X/EKCT6YVC+p2uqAX3ejIfD7xT3enRo+EAhYNrjjHSFu4czznDkDcNOh4n4s8kQUBzJnlvyeBQsW0MjIiPlpRT4pnAaPGFRLR1Oym0hi8FX13WF+v11yABeCc+fOVW68xvtAtTZDFhKqRWM8Y0cMxsqbH3LNmVuGYtvKLkfV4RRgTNV2YmzFMAxasmSJkpHKwo/Iedt7fm95eXnSV8lSxSR4YJrHUvjYES0JrpyILkS5rdxq7U5jV7UAM9UznE7x2w28LrcMX3wP2bPh5nATJ5TbQazTjRLr9ZgyQkJcTCc3ktjB4mC55JJLXLsdAFgWIHlpZFETFf3Lcmqu3Pl2WgVn+PJ1cbCIAXbunydKaJFXXHGFcsClOlSpvW4Gsep3WcNTWRJuaJKtKtEKCwQClpXNqSwJu4kBpN5GPRgMmkkAqvfPtK+Yv4ecTix+MEu+nwsW0RqMRqPU0tJiobu0tDRJAeLzRiw3lZCQ94/imyXKcQ+xXn4uKh+i8Eu3reSYnZd4gZgRJbeFU/+I397I5mE3zgRmTu9973uT3iOdY8oICTlwLR6qNDenhpFTKVWfA0z3EAOEFRUVnrIgVJOUH6pdY1Xvy7Vwr7CqLxkAACAASURBVINHDvqrDqcy+WQVt+0AkrfM4PertDE5v5vn1NvVJ68P8SIk5K1BuJAgSv5gvejiEtsZsN+Py6mtVGNVXrXPNXa79EdZSeKaclVVlcnYeGBbHFfiFif8mmh18XtVVpdsOchbbAAwP5cp97l4TzpzjQtH7kEQx4DbMvh28fK8czqyHUR2o4R5HWdOx5QREtwN42QZOO1qqZpYTWu3J7lEnJ4X3STytsS8M+X0RqfOlzeHk2lVZVTZtYeb1DhZU5cns6q95fdIlenCz1WZLvx+VdvIwXHxfsYYDQwMWNJwOfjiLbdCwi7FmGcJ2SkOPp8vaZzZfSjHqc+j0ShNmzYtcY2pF9MB1nUNdv3I21u1SFNMEU9FV1tbW5ILShW/kfeP4s+KbSWugRG1fPGe97znPWmlccr3y+NKdfT399PChQtty3BT52QtiUy7ijJxTBkh4aUT3Loz5EYS98fxcojalWjKqrYfd3s43e8mXuBG2Ml1etHG7NpfdAUR2efM272HrC3baZ1NTU1mHURnV2h7FRIqvzk/rrjiCgtTu/zyyy11Tqat5Kwguz2SgIRS4iUJgx/yexGdtZDcHiq65D2/eF3cvSQKIpkGuZ1LS0sdBSoX2mIMDQBdeOGFygWUXo9QKOSKgYt9kM4cnKzWb7cLgtM4c9O/U0JIuIkvyFqLG1cPbyR5Q0C3hygk5OylxsZG12WqfMN8AIt/gcmt9s3mIb8rZ3R8UE8mJsHfm1tpch3cl+82uwmwBmPlD87wevkW6dloL5Fhyhq77Gd3w8T4e/OxxMeluIBPbldVuWJ8TWQiHKodCsT+Ea/x9+BWsp171M17if3DhavbQ7a83SS0pMMPMn3Y9TtXkvhYFtvHzfPiuJsyQsKNJiVrLW4mVtPa7aZ2JWcNuTnE1a8yLQBsP2coH7Jvmf9VMQzVxLLTwFO1lVjOnM//yNGSEAekXZni/v2cSYltINZpp43ZBYurqqqIsdRbmshCQv58qfgeYjA2GAyKWxO43m/H7nBjyfF3a2lpMX3/8q69/F7VliQy4xP7vLKyUrnNvYoOrqEnxpg1Q01lSXB63CZ6MHZ2hbZYhtt4nbxQ0WnMuDnEMaI6nJJkFi5c6GIRoHOKq9Oh2u9NtdgRSC9mMmWEhLglt5eBYZdiKTcSb+B0GlmevIFAwHFlq2qAq1bjAuoMETeT02kS8MMsh7nb7M1L24ipo5xpuYkZ2fWxnaYkZlS5dTep3IHTpk0zg62MMSVjBkD79+9Pa/Wtqs9aWlqIiGwzribbPk71i0c0Gk2KjXALR/5aIYCkLUtUh9jn4gJF8R4vzLOqqipJAMvzw83h1LYyjemM3UwfclIHoJ6TslsuVXlTRkgA2css8Mr4nBpdXPI/2cHAXSuym8ZNgN1NsFxcFe4lKwg4u/rTjjFx1wNjjNrb28kwzn6NTSzDqS04Y7Orh4Pv8Mrfw05L9fv9ymAscHblMqf74osvtmwN4uVw6h/ZjeMkJLxqyum4SjgdMl12K65TJU+I41C0iGRlj1ucbugrLS21WCJ/+Zd/mXZMQlVnpq2VXBxNa7ebfEcUIqYlzAxbq1i0vFMJicRG90UA8XsSdhgcHERHR0fadZSXl3t+hrGz26+ff/756O/vN899Ph8AYGRkxHOZgUAA8XgcY2NjeOutt3D++eebv69btw7hcDhlGSUlJa7ra2xs9EQfAASDwaT98mOxGKZPn25eHx8fBxHh1KlTICIwxhAKhcz7/+M//sOxbYaGhpTfB+Dw+XyYP38+ent7Lde3bt1qtr9479atWwEA7e3tuPfeexEOh8EYQzgcxsjICP76r/8ax44dAxHh1VdfRUtLi/mNERFiv6vg1D8qNDY24lOf+hR++tOfYnR01PU3JzhGRkbMb1fYtVc64O0hIx6PO9YTCoWwZs0a8/zGG2+0jIF4PG45V6Fp7Xbz2yAbN240v/Py6quvep5bHKr5wb9RIoO3qVOfy/c0rd2eFm1esXTpUhw6dAirV69G42f/DatXr8axY8fQ2tqKptu34ejRo+js7EQwGASQmLudnZ3YuHGjuwrybSW4OeBSqnpZVANBEnu5Xz5U2RqiFimfOx3chO/t7VVqNm43JHM65NXRXi0Ju/ZvbGxU0rdixQpXJrsqvdHpXcTvBIuaEfejq1woMqLRKC1YsMCiLU6fPj2j3xUW216lsatSTe3aJVXbcdep/IybYK2dhcPbw2uZmVik2bR2uyVYLv7GP8npJeNHPsQNMlVjXeXm8eLKBtzGMLwfqsQbxpi5g7KqP+3OUeyWhBvE43EcOHDAPHcj+ScLxhgMw0BVVRUA4MyZMxYtcmRkxFmrZIluCIfD5pe8AKC6uhpAQiOhRGwGp0+fxnnnnWdqN3Zw+p2IcODAAdx7771ob29PTZ9LxONx9Pf3KzXvH/zgBwiHw1i/fr1jGSLkslTvNaFIYHh42HK9vb0dr732Gppu34bXXnst6T3XrFmDUCgExhj27t2LX//61/D7/QASVsdbb72F4eFhzPn8j1LS7BWcXhnt7e247rrr8Oabb4KI8OabbwJIjDE7LVdV7tjYGEZHR81n+DxIx1J2gtPYJiKLdV1TUwPDMMx2BhKWihO6urrQ3d2NjRs3Ys7nf4Suri4AwPHjx1FdXZ3y63oqiONoeHgY8Xg8afyI7yD+BWD5aqUKLS0t5v8VFRX4+c9/jpkzZ1ruySR/evrppxGPx9G0djvi8TiefvrpjJVdNEJCdh24gReXS7oIhUIgItTU1KC0tNS8bhgGGGPmZxBToen2bQASg3DZsmUoKSnBsmXLkgai+ElWJ6bh9DsXPJkSEMDZTyeK5xxnzpwBAPNTjG7B+9Dn8yESiSS1CWMMc+bMQTgcRiwWc13umjVrcN9995mCGEgIJL/fD8YY6urqTKZwcMPHPNEMJFyfMpzGcE9PD/793/8dM2bMAGMMM2bMAGAvVGRwJsfvHxgYsJy7LSdV+fK4cqOMHD9+3Dw/fvy46UblEPvADu3t7bjrrruwZs0aHNzwMWzZsgWhUAiBQAAAzL9u4bYt7Bh5R0eHrXu7paUFu3fvNs+5uzVdGvKNohESbpitjGXLlpkTJVsQtb65c+cCSDDgRx99FOXl5a4Hb21tLU6fPm1qzqOjozh9+jRqa2st933iE59AXV2d4+TMB2QGIk+CkZGRpNiBE/gkHR8fx9tvv53kv47H4/jjH/+IL37xi57K3bRpE0pLS1FaWpokzIgIR44cMa9xIe4Fcr+NjIzgmWeeSfnM7bffnraPHUBS29TX11tvYJMbM6dOnUq65sbCEYVjQ0ODGV/wqkmLliGQsEqefvppjIyMeNacRauBK3QNDQ1J99kx8k2bNqG6uhqbNm0yr3HFSxQQUwGFx2ls4HZAiUx527ZtyRPFI5yCT3ywDQ8P4ze/+Y15vb29HQ888ADmzZtnmZyMMfzkJz9Jeh87U1e+/uSTTyIWi2VdC+H02bV7b2+vI0OTaSwpKbFYLjyQ5raM06dPW5gSYww+nw9z587FP//zPzuWJWJsbAzl5eXYvHmz0nVQV1fnqTwZMkMNBoO48cYbLW4WGYcOHUIoFMLmzZsxPDyMzZs3e6rTcUyQM0OfVPk2EBW8np4eDA8Po6enxxRq4hzjAttJCTp06BBuuOEG02W4Zs0ac+678TrIwXMislUoVXMhU9ZZMaBohMS0adNc3Tc2NlYwWras+QCJQfWhD30oaXDFYjGLhsX/ii6U2tpanDhxAocOHXIcnJNtA6dJsGzZsiQmL9fZ19eX9Jzof7YTjCJGRkZM/7OKRh6HOn36tOeMomg0ajIZEYZhoLS01LMLQ4RMCxHhxIkTjll6t912GxYvXoxAIIDFixeb193Q4tieaVoSjY2NKCsrS7LmuQbuBJH2K664AiUlJbj++utNF6QIrgS4sVDuvfde/O53v0M8Hsfvfvc7UwC78TqoFANVnT6fzyxXJeADgQDKyspSZgjmwu2dTRQGN3UB0fxPBdEvnovAtVvNxw1WrlyJw4cPIx6P4/Dhw1i5cqXyPjfpwNkCf8/R0dEkASIHIJuampKeVwW1Rch9FggE8JWvfOWsBSIwOrntvbZLb28v9u3bl8Qc4vE4Dh486EirV3DffCphdtddd2Hu3LkwDMN0XwLAvHnzlEJXhBMzSsdtBgDr169HOBxGJBIBcLZ/ZJeaHcT25QLj6NGjCAaDKS2rVGCM4cyZM7jpppswODiIm266CWfOnDFjdk4eALmt7OILoVAIs2bNAmMMs2bNMhWjSCQCMAOzZs1yTMiws7hzlSI7WRSNkHDLhEUtgkf7OcrLy8EYSzvLo6SkBIwxywDjpq3P55u0oOjp6cHcuXNNF0pPT4/ldzdZIBxuNLF0cPPNN5tuHhGGYSQFIFVC2klwy7/z9QJ8zQBndLNmzbJYO7NmzXJlmbilIxPtp2KC4XAY77zzjvL+2tpanDx50lwbImq7e/fuVQpdJ2RCeRHXlEBwvRw5ciRJUVC1q3hPQrAw1NbWYnR0FKtXr06LJiJCOBzGU089hZqaGjz11FMIh8Ou3T9yu9hlSMViMQwNDZnZgHyMcUEfDoczkiHoxlKcPn06DMPA9OnTJ1WXVxSNkMhE+t4777wDIrKdpE4YGRkBEVk0Ay6UxsfHUzIWO6Yk+jtjsRhOnDhhuia4C6qQsHHjRtxyyy0W5nfJJZegubk5SbNXTVjxOVVMQm5Dnul18uRJi0l/+PBhfOMb30AsFsM3vvENHD582NN7EBHKysowZ84cZRvX1NR4Kk9EZ2cnmtZux9DQkGlx8aBmqrFXVlaGyspK0/3ltMhMhuiarKiowMjICHbu3DkptxmH7DolIuWcVPW52KeJrC/C4OAgbr75ZnNBV2dnp7Jeu+sAsHjxYkviiOiecwKnSWybYDCIRYsWmeOytbUVAPD2228DODuuW1tbU6ZWpwM381z0MuQSRSEkKisrlSmFMiZjJQDAwoUL0d/fj4ULF7p+xq0PNR6PJw0EMf+dM6Xjx49b0gZVzKqtrS3rWVupwFe9Nq3djsbGRvT392Pjxo2u2kJ04dx9992u0lZ5ptfy5cvNa4wxbNy4EeXl5di4cWNawrS+vh4HDhwwGZtoHQ0ODuKCCy5wVU7aK1kl8HYUtVQvwqqiosL8/9SpUwgGg2hvb8+424wjHWWLj5uhoSFLO23cuNHTqmCfz4ft27ebLsaxsTFs377d0oecyaeypnjbzP7c93H33Xdj165d+MxnPgMgsfagtbXVYrG2trZmdA0Ch8olxRWL2bNnK5+xu55pFIWQuOCCC5JcR3ZmrWrgOmnxHLt27cLMmTOxa9cuy/VMBcJ5FgXvfJGZHj9+3JIyGwgEUF5ebskxBxKTY/fu3a4D+Sq48SVzQdTW1pbyvvXr12N8fBw33ngjAIZIJOJ6Tcttt92W0j/PFypyRvnII4+Yv42NjeHo0aNgjOHo0aNpxWn6+vosAld0VRIRfv/737sqx47xeUVzczMaGxvx2muvIR6PY+/evbj55pvNNSJiPEAFOWBLREnrUjjjlGF3PZcQlQ+ntpSD1PyvaKnKTJ5DdBFzvP7/XY0777wTq1evttSbqUVqdvPJbi6K1w8ePJgkEGbPno2DBw+mRYtXFIWQUMFL6tktt9zieF3Ml+fZLRzcDy9nORiGYWHqblI67VBSUgKfz2dZJ+Hz+ZICbOPj46bPOhW4IJIHYW1tLY4ePepID08f3rYtdbBT9leHw2F897vfTQoeqqy0VGm2ZWVliMfjGB8fx7Fjx7Bq1SrT6mCMobGxEe+88w7i8TjeeecdNDY2pmVN7Nq1K6XAVVl/2UJXVxdWrlyJn/70p5jz+R+ht7cX3d3d6OjosMQD7DA6OooFCxZYrokuEuAs4xTbPl3tWLWgLFfBWLcp4yKT56isrIRhGKisrDSvZULIp4LdfDp69KirOXrw4EGLgpkrAQEUsZCwg8qP68aUJSILgxaFEPfDyxpIaWmp+cysWbPSztQAEoP7xIkTiEaj6OvrQzQaxYkTJ5STgfsm3eDo0aOWweVGQHiF0/YXAPDSSy9h5syZeOmll8xrohk/e/Zsi2C5/PLLzS0zQqEQDh06ZHmOxyTEc6856zwzJtVz/DfuG5fvTeUz9wp5VfGaNWtw1113YePGjUmp1CphFQwGceTIEYufXeUiyZR2fP/996e1JUam4PP5LEqaGws2EAhYlItMxGsmi1zM0clgygkJuz1VUpmyra2tGBoaMt0aNTU1GBoaspjg8vN8hXRilWYiHU+1QtoLeGCWpz7Kude5cAnYudYm43ILBAKIRCJgLOGO4hMzlWb05JNPWoT2k08+af4WjUZx1VVX4c477wSQYI5XXXUVotGoa5oYY/jjH/+Id7/73cp3k6959ZmnCzcCFzirqIiKCc/42bJli9m2md7HR0Qm07/Twfj4uMXd5GZ9xOjoqDlHeYaVRmpMOSEBWAN4bsBNcB4cHxwcdDTBv/Wtb6G8vHwiLZVw7NgxlJeX41vf+tZkSDeFkYr5yK6CbODRRx9VulgeffTRtMscHR010yWPHDniemLaBcK7urrw61//Gk899RTmfP5HeOqpp/DrX//adtGdCvPnz8ezzz6Lvr4+pVWmuubFZ55tyL54IOEyyVS2jRtUVVVZNrfMB7wsvuPgcRqv+4ilg+7ubk/XCxFTSkjMuuVRtLW14dSpU5ZdGN3Aqwkub7sxb948PPDAA5OaoHx7AfFvKjo5MqnRtbe347HHHkto5cxANBrFY489lvZ7cXcMTyjgfyfjprFzy3ih8fjx42CMpZ0OnW8UwrYQfLM+Obkil3DaPibfaG9vR3d3t2U+dXd350yQZwJFKyR4qquY8vrG//kktm3blrQLY7bg1jXgBrNnz8b+/ftRVVVlZrbs37/fVZpbOtpUKmTyvbLlppksjTzGkc7uwvlEOusJMg3GGKLRqCVRIxqN5pxRy1tmFGpfZnI+5QNFKyRkzRQo7l0YeZqbGNh1SnPLRvwgGygkN40IIkprd+F8IlexkVRYunQp9u7dixtvvBGNn/03dHR0YO/evVi6dGnOaAASSpEYX3CrJOVr5XKxorC4yTkOr2luqtRcxhhuvvnmXJA7JZDvhYnpIN9Cl8fGNm3ahEPf/AQ2bdqUtUVmdvD5fJZMIJ4h5GRN8HU18XjcXGejkRpFJyTs1iJMZo1CsUKVmnvLLbcUjKZe6OALE1XfEdBIjVQxPLeLVyeDjo4Oy7fPiRLfUHf6xn2qVHcNNYpOSDzyyCNJuc2BQMCyGvdcQr61ymLG+Pg4zpw5k7XNEM9VuFm8OlnIe4iNj49rBSlLyJqQYIxtZoy9zRh7TbhWyxh7hjH2+4m/nndRa29vx5YtWyzZAlu2bCm6YJBGYSAXaZDnGnIVNxEVJCLSAiJLyKYl8R0AH5KurQPwLBFdAODZiXPPKPZsAY38w83mbxrpQ1u4UwdZmyFE9DwA+QMIHwWwZeL/LQCWQ0PDBul+5N4N7DZ/E1GoKZUak4Nqgz8Ne+RajWogojcBYOJv+luZakx5ZHsyqxYmTp8+HWCJ9MhiS4/VcIdCWIhYTEh/R7osgzG2CsAqAGhoaMBzzz0HAOZfDqfzdJ4pxDqm6nvZXQPO7sMl78eVjfdYsGABXn755USMQthie8GCBRjIUB3F2h9TpQ4Ou8Wnhfge+Wo7C4goaweACIDXhPPfApgx8f8MAL91U86ll15KRERNa7eTCKfzdJ4pxDqm6nvZ3dPa2koAko7W1tasvkdraysxxggAMcaotbU143Wke67rmHwdqjHFj0J8j1zXCeBlUvDfXLubtgG4YeL/GwD8OMf1axQBMvnNA6/1ZmILbY3ChN1W/pPZ4v9cQDZTYHsA/BzAexhjhxhjKwF8DcBSxtjvASydONfQSIJm2BqZxtatW5PiWz6fD1u3bs0TRcWBbGY3tRPRDCIKEFEjET1MREeJ6EoiumDir5z9pKGhoZEVtLe347vf/a5ljdV3v/tdnULvAG1naWhonDNob29He3s7IuuewGtf+6t8k1MUcG1JMMaaGGNLJv4vZYx5+7KPhoZGUeF9X95h+atxbsKVkGCMfQbA9wE8MHGpEcCPskWUhka2oBmfe5w4M4oDX/srnDijP/F5LsOtJXELgEUATgIAEf0eeiGcRoHBjQDQjE9DwxvcColhIhrhJ4wxPxL5xRoaBQMtACYHbWVpqOBWSPyMMXYngFLG2FIAjwP4z+yRpaGhkWtoIauhglshsQ7AAIA9AP4ewJMAvpgtojQ0pjK0xu4euq3yD7dC4qMAthLRNUR0NRE9OLGMW0NDwyNkjV0zQnvkw7rR/WGFWyHRBuB3jLHvMsb+aiImoVGk0JOgsKDdPIWFYumPyc5j/lxk3RMpy3AlJIjo7wC8G4lYxPUA/sAYeygtys5xeO1Ytx3pBcUyCTQ0igX5ULwma5Hy5514gevFdEQ0CuApAP8G4BUkXFBTGtnoeK8M2m1HamgUI6aKVVsILkQnGtKlye1iug8xxr4DYD+AqwE8hMRW31MaWuM+i2KdzMVK97mCTM+x9315ByLrnjD/zxcKgXfINKRLk1tL4tNIrLCeR0Q3ENGTRDTmqaYcw81gKQQGUgg0uEEhDPp0UKx0a6QHbXlnHm5jEp9AYtvvpYyxqxhjBb/a2s1gKQQGUgg0aNjDjRAvFkEvohhpnkoopvZ36266BsAvAVwD4FoAuxhjV2eTsGJFpvyA2aTJ7vdMBsenCtwI8WIU9IVKcyHMl1ygUNtfBbfupi8C+NMJV9OnAPwZgH/IHlnFi0z5AbNJk93vXujMx2QuFgZSLHRmGpl472zMl2Lsj0JS3NwKCYOI3hbOj3p4tmBQjIOlUJGPyZyJDJKK5nVo2dKCiuZ1WaFRRWcmaCiGsVsICpEKk6UrF20v16FS3PI1Btwy+p8wxp5mjH2aMfZpAE8gkQ5bVCjUQayRQLrpwV7689S+r2HPDXtwal96X85Np055cqdDQyGM3WIQVNmASjnJdAZVIbs13QauvwDg2wAuAvA+AN8motuzSVgholgmSSboLJZ3LQYUAoPPBDKhkcvM1atVVQjj8lzLoPKymO4/AHwJwD8jsStsbbaIUqGQBkehD4xMuDuKwUTXyCwm64pzgoq5OllVMk3FMgenEtxmN/09Y+wtALsBvIzEiuuXs0mYDD04MofJulxUsPOp6v7yjmxYgm7KlMdFtoWGG2RjrGp4g1tL4vMAokQUIaJ3EdFcInpXNgnLB3Kh/XqdePz+fE9WJxSCUCgEppYJZCLukYksu3OVQaczjpyeKWbL2q2Q+AOA09kkpBDgdSKlE8DyOvH4/ameKdYBmGm6z1WmBugttTOJdMaR0zOFoESlC7dC4g4ALzHGHmCMfZMf2STMK7IxYJ20g3wFsKaKa6dY6S4ETHa8Z8Lqmir9N1WFXabgVkg8AKAXwC+QiEfwo2CQjQFbqJrpVJmcxQA3zHSyDDed5yc7Bgp1bE8W6bhni3U+yeMmW+5Wt0JijIhuJaJHiGgLPzJKiUcUqvSfKn7xTCMfll4m4IaZTjbgO1UZdj4WO7pxz04VyOMmW4kHboXETxljqxhjMxhjtfyYVM2ThNs0z1wzbK8TvhCEipu2miydbrQ1pzrk3wuVuRYqXbmGDpbbo1AUHDdwKySux0RcAmddTTlNgfWKYtEo5I7Mh8ataqt8MGSnOtKhoRgXa2lMfRSTMHS74nqu4ii6FNhC0NqdUCixlUIYxJlg2E7v4TUJIF9jqBjGbqEiH22XjTrzEfsC3C+m+5jiuLIYvishohAYn4Z75CKg6LWOfI2hYhi7hSrIJtt26bxXNtzOk32PdJ93625aicQnS1dMHA8CuBXAi4yxv/VUYwGjEKV/odbpNX6gkV1kqr0j655AVWkgrTrcbrGRyXGRC/dgPlythbSI1q2QiANoJqKPE9HHAVwIYBjAnwNYmy3iso1c+N1VZaaaiNmqM9d1FLLmm+32zwcy0d4HvvZXAIBf/1NrVurIRpywWNNXnZCLmKpbQeRWSESI6C3h/G0kvnd9DEBOeicbmmk+MpGcJmI6KAStvRBocINstH+mkYm2LJb+0Mgf3Aoit0Livxhj2xljNzDGbgCwDcDzjLEwgEGvxDHGPscY28sYe40x1sMYCzk9UwiaaSHQABRmKmguMo+KFar3TGXNZKI/czEmctV/mbb8MrVa/VwYu4B7IXELgEcA/AmAiwFsAXALEcWIaLGXChljswB8FsACIpoPwAfgE17KKBQUy1oMFQrB5ZINRlYI7yVDfs9isGbcIBeCKBtt5cZF5UaI51sxyxXcpsASgBeQ2JpjJ4DnJ66lCz+AUsaYH0AZgP5JlAUgP1ppsQ6WqcKkZEzV98onciF0C02w63FkhdsU2GsB/BLA1QCuBbCLMXZ1OhUS0RsAvgHgIIA3AZwgIs92X65cLoUwgCPrnigIOiaDc8W1VKjw6vICJs8s3fS51zrclJmv+TKZzLBCht/lfV0A/pSI3gYAxlg9EhbF971WyBirAfBRAHORiGc8zhj7JBE9Kt23CsAqAGhoaEAIwHPPPQdM/D2172v4zofC+PRPYpbrqr+pfkv1l5d/7wdLMlqHl+c4Dd/5UDjt9/BCQybrcOovp2cSE2sdKpqB555z9/7y/17ePRNtmW77R9Y9gXAg82OY/5XbXzW2VXRNhoZUc9TN/6prTvOezxO389Zt/zjd58QrvPCrTPe92zpsQUSOB4A90rkhX3N7ALgGwMPC+acA3JfqmUsvvZSa1m4nIvL0lx8Xfelpz89yqP5PdV+myrS7P533kNthMvRk6m+2y7SrI9M08P+9jLNUdDrdz//O/85885gM3TK80JWpfnL77m7Lnizdbp+fDJ2ZmifyuPMyDuU6ALxMHSexVgAAIABJREFUCv7rNnD9E8bY04yxTzPGPg3gCQBPunxWxkEA72eMlTHGGIArAexLsyxb8O88ANq3OJXbIdNuhXTcAvlo30LIaMsWit21mivI4041DuW2TKdt3QauvwDg2wAuAvA+AN8morQW0RHRLiTcVL8CsGeChm+nU1Y6KPQBWMy+y1zDLXP20udumG+hj6FiRrYEbj7iBU7jJNvjyI0QcQO3lgSI6D8o8U2JzxHRDz3VklzWPxHRe4loPhH9LRENT6Y8tyhUjVocLIWkIeZjkGe6TKc+98ogsiGY3KIYhFMh0pjtleTp1OlmHBVKwkpKIcEYO8UYO6k4TjHGTuaKyKmMQhVcmRjkma4zG8gHgyiUMjONYqCxkCEKBN6WB772VyndR7lASiFBRBVEVKk4KoioMldEFhsy4QcsRBTCexRaaqPGuYFcu4bSvScbcO1u0kjAa275VNGuCuE98kFDIby3Rn4xlceAG5eWFhIeUEyDRWu/GtlAoY2rdILOmQhUF0q8YDKwc2nJOOeFRLF3NIfKn5lvYTZV2jYTyMf2FrlIAsh3H+fjq4vnWnp9UQmJc2HQp4NMDNhMaEaFKKgKAem0hde+yIebM933KsY5lgkU63sXjZDQgz57cGt2uilDC4XJY6q25bmmgYso5vcuGiGhQr6Z87k86DOFfPdhMeNcbbtz9b3zhaIVElPFVZQupsK7ul1QpFNek1EsykmuF0dqZB5FKyRknEuD51x5V53yWtzQbTk1MGWEhEbhoxg09KkM3f4a6UALCY2coJC1ynOBeRZy+xcCzoUxkC60kNA4p6GZp4YeA6mhhUQBQms1GhoahQItJAoMWqvR0NAoJGghoaGhcc5BW+vuoYWEhoZGUWOyW5hopIYWEhoaGkULzfCzDy0kNDQ0NDRsoYWEhoaGhoYttJDQ0NDQ0LCFFhI5xJw5c8AYQ989V4Exhjlz5uSbJA0NDY2U0EIiR5gzZw5ef/11y7XXX39dCwoNDY2ChhYSOQIXEAsXLkR/fz8WLlxoua6hoaFRiPDnm4BzCcFgEC+99BJmzpxpng8PD+eZKg0NDQ17aEsihxgeHkZbWxsGBgbQ1tamBYSGhkbBQwuJHOPIkSMYHR3FkSNH8k2KhoaGhiO0uynHEN1NGhr5QHl5OWKxGACA3QOEw2G8613vwp49e8xrLS0t2L17dz7J1CgQaEtCQ+McAhcQkUgE+/fvRyQSQSwWw549eyyu0D179uCiiy7KN7kaBQAtJKY4zjvvPMvaDJ/PZzkvVkawbNkyGIaBvnuugmEYWLZsWb5JKgrEYjEYhoEDBw7g3e9+Nw4cOGD+tm3bNtTX12Pbtm2oqKgwLYts4aKLLko5Fnt6ejB//nz0rW/D/Pnz0dPTk1V6NNTQQmIK47zzzsOxY8cQjUbNa/F4HH7/WS9jMWqMy5Ytw44dO7B69WoAABFhx44dWlC4RDweT0rFBmCxJE6dOpVVGi666CKLEJKtl56eHnR1dWHjxo0AxbF37150dXVpQZEHaCGRQ0QiERCReUQikazWxwXEa6+9BiICkHA3jI2NmTTwyVlMeOaZZ9DR0YH77rvPfI+Ojg4888wz+SatKBAIBPDiiy9ixowZePHFF83rP/7xj1FXV4cf//jHaGhoyCoN3L3F++/HP/6xZSzeddddePjhh7F48WLznocffhh33XVXVunSSMY5IySWLVtmmrZu3BNOpnA6OHDgAGpra8EYQ21trcXUzxYNx44dA2MMjDEAwJkzZwAAjDEYhoETJ054LjPfICJ89atftVz76le/agpCO6xZs8Zsz1AohDVr1niqV3bdnXfeecprqSC6yRhjebF+RkdHMXfuXPzhD3/A3Llzzet8nDDG8NZbb2Wdjocfftj2fN++fbj77rthGIY5Vu+++27s27cvZZmTnTPp9M9kx1Wh45wQEtw90dHRgcHBQaxevTqle4KbwpkO5BmGgePHjwMAjh8/DsOwb/5M0fDmm2+argUAGB8fBwCzHX72s5+l+Tb5A2MMd9xxh+XaHXfcYQpCFdasWYNNmzZhw4YNiMViuPvuu7Fp0ybXE1p03fX19SEajeLYsWPKa3aCQnSTDQ4OoqOjIy9uMsaYMiaRa6xcudL2vLS0FDt37jTbavXq1di5cydKS0tty5vsnEmnfyY7rooBeRESjLFqxtj3GWP/wxjbxxj7i2zWJ7onqqqqcN9996V0T/CBJprfk3XLBINBxONxywCOx+MIBoNZp+HEiRMYHR21XBsdHcUbb7yR1rvkG0uXLsX999+Pm2++GSdOnMDNN9+M+++/H0uXLrV95sEHH8Q999yDW2+9FWVlZbj11ltxzz334MEHH3RVp+i6mzNnDl577TXzN/EaFxQqeB2H2cDs2bNBRI4xiWyjpaUF27Ztw0c/+lEcOXIEH/3oR7Ft2za0tLQASATYKyoqcM0116CsrAzXXHMNKioqzNRdFSY7Z9Lpn8mOq2JAviyJewH8hIjeC+B9AFLbkGlANDuJCA899JDFnH7uuedSuieeeeYZy/2TncicSYsZJOJ1FZ5//nkLDc8//7zneg3DwN69e9HU1GS5zmmorq5Oesaray4T8FLn008/jdraWtx///2orq7G/fffj9raWjz99NOmm0DG8PAwfvvb3yIUCoExhlAohN/+9reeVr0fP37c0h8c4rWjR4/aPp+um4zX0XfPVa5ptcPBgwct28O89NJLAID3vOc9lrH5nve8x1O5Xt00u3fvxuzZsy11hsNh7Nmzx3zP8fFxXHHFFSgpKcEVV1yByspKRzpefvllS3/s3LkTAFy5gogIF198MebPnw+fz4f58+fj4osvTtk/w8PDeOKJJyxusSeeeCLluJLb6rzzzsu7CzIVci4kGGOVAD4A4GEAIKIRIhrMZB2y2QkkmHF5ebmpKTn5Ns+cOWPJJee+/HQRj8cBAA0NDdi3b58ZGOTXVRgcHLS4MgYHvTdTPB433WwiYrEYNmzYkHTdq2suE/Ba57Jly3Ds2DHz/o6ODhw7dgzLli0zg5wyDMPAQw89hLvvvtt0Czz00EMpXX4yuOYta+DitcOHD9s+n46bjMPuvbxi2bJlGB4etrQdkHBLikkVTrEVuUyvbpqenh74/X709vZiZGQEy5cvRywWw4oVK0xr4fTp04hEIuacdWP5in00ffp0nD59GgBcu4Juu+02bNy4EUNDQ9i4cSNuu+22lPUxxtDb22txi/X29tr2qdxWjY2NOHbsGGbNmpVXF2Qq5GPF9bsADAB4hDH2PgCvAPhfRGSxIxljqwCsAhKM9bnnngMA8y+H6nzPnj1YuHAhPve5z1ncAu+88w5+8YtfJBEkl8Exc+ZM7NmzBzNnzrT4blX3O9HFsXbtWhw6dAhr167Frbfe6nh/VVUVfvWrX6GqqirpXrd1Pv/880mWUG9vb1I84rnnnsOOHTvQ1taGa6+9Fq+++iquvfZavPHGG9i2bRuaLv6sq/b3cg7Ac52p7rdrAyDBaPfv34/nn38e+/fvBxGZk9ltW/b39+NnP/uZGeOxu6Yq49JLL8X999+PN954A5/5zGfw4IMPYtu2bViwYAEGPNCQ6h6nc1XbPfLIIzh58iTmz5+PL33pS/jSl76EvXv3or6+Pu0yU/UfANx555347Gc/C8YYXnzxRTzxxBNoa2vDiy++iF/+8pfmfX19fa7mrHy+a9cuS/D9l7/8JS655BJ85jOfwQMPPICZt34o6ZlQKIRTp07hX//1XxGLxfDggw/i1KlTCIVCyjoAWAT3z3/+86TrTm116NAhRCIRHDhwwHXbZXoOOo4zUXvIxQFgAYAxAH8+cX4vgH9O9cyll15KRERNa7eTCLtzADQwMGBeB0CLFi0iAASAGGP0wQ9+kAAoywBA8+bNM+9XnbuhQy5z/fr1FI1GyTAMikajtH79emWZ/P4LLrjA8js/l+uwowkAzZw501JGIBCwtMOVV15paQcANDg4aClrcHAwqa1UdareI1W7iHTa1WlXh939KvA6Vq1aRcFgkABQMBikVatW2Y4B1fNVVVWWtlQd1dXVKcdIa2srMcbM9m9tbXXVdnbv5fXcqa35MXv2bFdlOvWHXZ8bhkEjIyOWcgYHB8kwDPP8sssucz1n+TPvfe97lfOWIxaL2ZZhGAYtWbLE0j9LliwhwzBSzrGbbrrJMq5uuummlLxFbCsA1NfXZylb7g+5rd2eu7lHmtMvk4L/5iMmcQjAISLaNXH+fQCXZLqS5uZm008IwJIPTkTYtWuX3aMAgP3791vOf/e731nO08l0+spXvqI8550ho6+vL+U5kFj3wMEYSzqXU1zHxsbM/0tKSjA0NGQJnjPGUFdXZ/Hr8nOONWvWmM+Ifl6793AC98uKddbU1ABIuInmz5+P8vJyCw01NTUWP/C73vUuADB9yfKiq2AwiG3btpm+4uHhYWzbts02cUAF7rpQ0c//iovQVLGVefPmoaSkBECi/fft22e6vOz80WvWrLHEUiaTOcMYw8c//nGL3/3jH/940n2qWJUIHvPjmDZtmoXGRYsWpXSjNTc3W/ocAGpray3W3a9+9Suzfy+88EKcPHnS8f3+8Ic/WM5///vfAzg7LlatWmXb583NzSgvL7f0zwsvvGBxCcsfCWOM4Qc/+IFlXP3gBz+wfXd5rAMw44X8Wm1treX+ZcuWWdx/qphYIBAwrxmGYfYFh8gLAXhyJ+ZcSBDRYQCvM8Z4ZOxKAL/JZB3hcBhHjhxBU1NTErPfvXs3ampqMDQ0ZFl5LCMejyMQCOCFF16wXE83HdXv9+PkyZPo7+/Hf//3f6O/vx8nT560pcEwDIyMjKC8vByvvPIKysvLMTIyYvGh2+3DwwVFSUkJYrGYGQfx+XzmJBwYGMCyZcvw4osvYt68eWaZjDGMjY1Z6h0bGzMHGE/5E337k035Y4xhfHzcrDMYDJp0Dg0N4eDBg4jFYpg5cyb6+vpgGIYpjPr6+jBr1iwcO3YMFRUVpi9ZXp0bDodx+PBhS4zn8OHDCIfDrmg0DMOMa/F24Zg2bRr27dsHv9+P8fFxGIahjK3IbdfU1ITXX38dF154oW0sJtPtPX/+fDz77LM4//zz8dZbb+H888/Hs88+CwCuU0flmF8oFMLIyAgYY+jv78ell16KvXv3orGx0ZaOAwcO4NSpU+bYDQQCiMfj5tgMhUI4ffo0gsEgDh06hKqqKrz66quYPXu2bZlyH4nj5NixY/jABz6Axx57DB/84AeVz8+aNQs/+tGPcOONN2JwcBB+vx9DQ0OorKw0Yx3y1yTLyspw7Ngxyxw8duwYysrKlHXIY13Evn37zHaQx5CYai0qFX19fQiHwxgbG0MgEMDg4CDKysowPDxs0s3nvc/nc5WqnQSVeZHtA8CfAHgZwG4APwJQk+p+r+4mxhjV1tamdAuUlpamNAm5ySkfHG1tbUrXj915NBq1uHow4fqJRqMkg9Ogul+sEwBFIhHLs5FIxHwvAFRZWWl5F9F0DgaDtGjRIgoGgxaTPRgMWkxubko3rd1OwWCQNmzYYKlzw4YNFAwGle+R6lx8D7FO+V35e/K2YoyRz+eztE1dXR0xxsxye3t7zfvFthLdAmJbOdGt6g/V4fP5LHR0dHQQY0zZdowxWrhwoaXtxPuJKGV7p+NuikajtGDBAkv/AqDy8nLLvXx827VFW1ubeS0YDFI4HLa4hubNm6ekUSxj5syZpvuVMZbkCuV9xY+5c+dSNBpN6W5K1UfBYJCWL19uW0YwGKQVK1aYNAGg8847z9I/CxcuTJqDfOxxuuvq6lK2XSgUsuUv8tjn7yWfi/cwxqimpsYyXxoaGsxxyOsUy4hGo0k0wsbdlBch4fWwExJy49n51QHQvn37LPf29/erGsk8+vv7Ldd3795teX5gYMCT31D2wRIRjYyMmD5YEXwwiXEVsU7xnv3791vu2b9/f8r34L9zyD7aVGXyOmOxmOV3XoYMu/5RvatYp2EYlv7iv4v+arE/DMOwtA3R2bYV28KuPZ3Glaot7e5z8i+LbcfLTHV/qvZONe5U11SxALtnxfEt3ye3peq9RRrlsnmf9/X1WcoQ+9wwjKQ4E+/TVEJC7CPDMJLoSlWGqn/k+cL7y824sms7cawDoBdeeMEy1mVepSpLfkacD3IZAOgXv/iFpQzeLoUak8gY+EvIUKUaXn755Raf3NVXX52yPPl32UTlq0NlGuzOm5ubk1xXL7zwApqbm23fL9WKVI4lS5Yoz1XvEQwGk+7ftGlTko/WrkxexqZNmxzL4DSo+kcFsY7m5mZcfvnlSb/ztmKMWfqjubkZK1eutPQvb1uRBjftqaLbbkzIYIzhIx/5iIUOnuJKREltxxjD1VdfbWk78X7VM8DZ9k417uyuqcYhYI1tAdbxrSpPbLtgMIiPfOQjtjTajQHxmWAwaOnz5uZm3HHHHZa2cZovgLWPmpubk+hKVYaqrZcsWWKhgZfvZlzZtZ08vxYvXmz+zxhLGvsqyM/I/Enmd3KZcrukhEpyFNohWxKiaQuAwuGw5ffW1tYkaa86Zs+ebT7T0tLi6hnxSGUy2h2RSIQYYxSJRCgUCpHf7ycgYQp3dnaa78Hp4dow/9vS0mLeI7eD14O7Rjo7O23bVmzjprXbqbOz03M9cv+IyMR72L2bqty2tjYaGBgw3SktLS0mXbNnz7bcy/vG6ZAtFqfrGzZsoFgslpQxZ1eG6F6T/waDQUc6xfbv7u6m+vp6ikQiZBgGRSIRsyzZBSWXkc54l2ngdHB3cDQapb6+Pkf3MKeru7vb1pKQ+08cC/xd6+vrbctIZ2ynotVt/6QztjJx1NbWTk1LwilYC1gzmVKBaxRyIM7n87l6nohMOvgzPHgnYvfu3WaA9MCBA+bK3KGhIVx33XXKgCTXDHhmBf8ragx2WRo8oOUlc4eDZwnZXedrK+TsjVAohP7+fkuGhV3/eIGXxW4iLePj44jFYpZANWBd8S5+fW3OnDl4/fXXzYVYpaWlGBsbQygUwsDAAOrq6mzrs1sQKS6gFBfg3XbbbQiHw2bmjYxAIGAuuIzH4yA6m/HDy3z/+9+PWCyGeDxuJhrISRpO7U8Tmm0gELCc8798IVtdXR1isRiqq6sxODjoOtgfDAZtaTh69Chqa2vN3QD4ViZyf/P3LikpARGhs7PTtj67LTs4s3MCz2B0M+b4vOdrKGRccMEFyv5xs3BSRKrFtpPFggUL3N2Ya6sgnUO0JIDUwdoJiWi5hzFG5eXllHjdBMQAIWANxAHWQA8EzU28Rz6Xg61cCyBKBIpEGoLBIHV0dFgC12JA0ilAzOkWn1fRINfJA1aqOvkzYlsQWYOYqraSg2Zy4M0uQCy+h9hfEDQxTrf4Hvy9eVvINKj6h/eBfE2kYeHChbbvxa0/8XmxfzmdbW1tFrp4sJxDDHwyxqijo8NSJw9q2r2Hqo6amhrLuUyX2P7RaJR6e3st7x8IBKihocFSp9i+8rsD1sAoY4waGhqSxp34HuLzqnGgaouamhpLGapgq1iePB+i0WhSn/GEBlUZKhoCgUDK/pB5SzAYpIULF1qCxnL/iLxE5jViQoVdnfLYlOe1U/8RJSdITDxX/IFr3lhOwVr5HgD0yiuvWBpJXOwDJAfixEAPAHruueccO04OJu3cudM8NwzDQgNgXTxEZA0iA6kDlvyQg38yDXKddgFGu4WIRMlBermt5KCZSIOqf+Q2VPXXT37yE9fvIdOg6h8iSnp3mYZUyQqcRqcxIAbQVc+IgWo+BsTn5QCjmzpkOsVxJ7a/28C1qn3F9wCSA6PyuTzf7MaAWKfcFnKfqoKtRFYhIc4HwzCS2n9kZERJg91CN3ksq9pKHptyH8v9I/ISFa9xM87kMuX+StV/RLYLZItfSPAXtrMk7O6ZipYEryOXloTqd8C9JWEHub+A3FoS/H5tSZytM5uWhAq5tiRkaEtiCgkJHoyMRCK0f/9+8+XFwJh8D+8En89Hg4OD1NHRQQCotbXVEiTmQU0xOLh//35LwK6vr8/sELEOMfgnp8nt3r3bpIlrcsuXLycAtGLFCorFYrRhwwby+/1mELmzs5P8fr8Z5BR/55CDf5w5MMaor6/PzDP3+/00MDBgttX06dOVdRJRUluIAV7V77xtQ6EQ9ff3m23FtThV/8iQ+0tsu3379plrWnw+H8ViMZo+fbp5v4oGzojFtuF9Vltbq6SBBz0XLlxI/f39Zp2hUIgGBgbM3Pea/9fe+YXGceR5/FszmnjkkeTIspDBM1rpFgeOkWTHEiycOLKxcxKc95Q8HjhP4VjwYhFYEvYufjq4ZQ+CHwJ5Oe7IU05yQuAgZ+OQQyLcEfCDTRwnu3qId7MyQX5wYrRJhrXGY/3uQa529beru3pkW7LC7wON3Zru+vOrX3d1dX3r1729MR8yxkRtZEO/TE5OSqPRiMJ4DAwMxMplQ15YgcXJkyejUaW9MS0tLUU3XgCpedgOuaurK2E7tr+duB4eHpbFxUVpNpuyuLgo3d3dUigUojzYvlx32149PT2ysrIS1bNSqcjq6mpMjJHXB9gW1nd3796daL+0ToKvh2q1KgCku7s7quvw8LDMzc0l8v/Rr84lymB9uVgsytWrV6Mbc9a9ZWRkRICNcCC+9uF7ibVVoVCQlZWVyPZ79uyJrlF7fJpv8nUdaj++/1l2dCfhLgjLo7CoVCptKT5EJLFwJ7RtVunhLuaq1WreOD5piqvR0dFUBUferaOjI1YGV1Fl4Tx4cd1m1Bqc52bSaMcHarVaQjHDHcSDqE5sepxHR0dHrJxcVl50mEfVE8ojT1ndNj516lSiPTim1IPYJW89KpVKLJZZSOXmzsfxDT6tTW3a9l+fT2Vdc74tpDh62Pbbu3dvrvuT236hMvpic2Enq5u+/fbbKLTuRl02VA8cHdJVUrRarehrUfv37wdwX60xMzODRqMRhR0YGxvD2tpaLMwAcF+xY9UfpVIpUqnYclj1jKtaYJXJ0tJSFAt/fX0dzWYTr7zyCm7cuIHXXnsNzWYTCwsL+OKLL6JQErOzs1haWorqcObMGXz22WcxBQ6Xy0aKrVQqURhiAKhWq1EY4larhWeeeQYiEoWwcOEQzhMTE1hbW8PRo0ej0OWtVgtPPfUUGo1G9KWw3t7eKEQAsKFGWV1dxcjICICN+DRWxfXmm2+i1Wqht7cXV69ejdnOVw+rKx8fH49ClQCIwnRY5ZKN/SMiuH79Or755puYs7vfeiiVSrEyuHC4BF+ZbHjyW7duRX5z5MgRtFotDA0NodlsYnx8HCKCY8eOReesra1FYTc45LlV1bjqJgCZeTz//PMAEIXYtj5h1TRD976jbm02Pz+P8+fP48KFC2g2m7hw4QLeeecdfPLJJ1hYWECz2YxCxfT09GBpaSlq42KxiEajEdnCqrbYNvZ8V91k62Gvl2q1ikajgevXr+P27dvo7OxEo9GIbGX9xvrZmTNncPfu3cxwJNPT02i1WrEw6Ovr6zhw4ADu3r2L3/1uI/pPuVzGxYsXUS6XN26C9+w+Pz+P77//PvJ9ex/o6+uL1cMNv8/XWLVahYhE+1ZhuHv3biwvL0dxmWx9JycnAQCTk5Op96pbt27Fwruzn9h7S0dHR+R36+vrmba8ceNG/tAuWzESeNCtv7/f7e0i7bjdt5t7DO+77+hE2lfs8JyGLw9+1+i+V6/X67E06/W6nDlzJvZ+1FVe+OYkfHm65eJ3w8YYqdfr3jARjH2i4HfWxhiZmZmJyul75zowMBB7/8nvS93j0+rhvkfnetTrdZmZmYnl6YbpsMe4aYawbcxlSms/LpOvHvV6PTHn4NpOJG7/zcxJcB48t2Xr5fp6aE5iaGgoMSfU29sba3OeE3LnWvLMSfjq4b4nD/mZSDgcCduT7W3t62JfF/lsY32b5/3cevA1xvvWlnZ/165dMVv55pj4XuW7Xlw/4XvLZm2Jnfy66fDhwzEDueoNAPLee+8Fb+CsbGlXscNqDV8erFpwFTqFQiERSqLRaMTUTRxKgtVNvjxZWcEqk7QwEYxN2xfC+ebNm7GQGKze4DzZdhx6wlcPblMO0eBTDbm28ymXsrDldPfPnj2b2n5cJl897Htl9xzXdiJx+wPtq5t8eXCIbVYF8VwFq5vchy43DTdN9rOQ2il0vbDyKORnIumhPty/ZYWQt/Z1sfb22cbWy22/0L3Ftx8KmcG+zb7sy9P1E763bNaW2MmdxKMcSdjfH6eRhIg/sJsvz4c1krDoSMLffj+EkYQ9f6ePJNJ4kJGEzzbWt3/IIwmXHd1JAPcVB9ZgxpjEU4CrpACQqtZoV7FjFQqlUilVPeNOVvkUOj09PVEazWZTTp8+LR0dHXL69Gmv8sKnbrLpWZUDl4tVJlbdUa1WE6qGNFj9MjExIQDk2LFjXvWGVVr09vbK8vJyNPn4xBNPeI9369Hb2ytXr16N2c5Xj+eee04AyMTEhDSbTenu7hZgI4poHuWSDzvBacvgtpd9Cs4qk7Wl6zdHjhwRYCNaqc92bP921E1pebBKjtU0rCzyqZv6+/ulv78/+ptNo6enx6suY9VWXnWTe72w8ijkZz51H8P2ZHtbPyuXy3Lx4sXoOrc3T7aN/b2vry9RD5sHX2O8zyotO3nf2dnpVaul3auy/ITvLZu15Y7uJDajbmIFBysrbAdhYVWDTyXh7vvUM6Gto6MjprQ4depUbJ+leT4VCiuPuFysRNq7d69XQZXF3NxcrFyjo6OxNGq1WqxcrLxg9Q0fn0fdxPUYHR3NVMK000FY2lU3cZmmpqYSflOr1TJtx/ZnVZFPDRXKY2pqKmZfrhdLT7l95+bmEn/z+b+bB9ufbcN+WalUguqmkJ9ldRBp9mR7s315VM12YN+uVCqJPPga4322pXvN2PYN3atCfsKKlV0vAAALC0lEQVT3ls3YMq2TMBu/Pd5MTEzIpUuXtrsYiqIoP1iMMZdFJBnQyddzPG6bHe7C6TWB7Ce80NMwPyHs3bs386neR2i0wk98oZECP33x08Hc3FziiYKfEKamptp6kuWRSa1WC+bB6ztCIwuu1+joaPApns/h9uFy88hQJPlUyCO3PNFns574fOsLOM2QD4T81OfLPHIItTmXyWcrhkcvrlbf9yTKx7MPjI6OekcwWbbgeobWChQKBe/o2yW0fiA0upmamkrk4YtKnWc9VNp9wHc829c34mznLYXvusdOft0EpM8XpL0r7uzsTH2vzitGDx48KACkv78/uDLTbVh3zoDfJfK749Ccg530LpfL3veMi4uLUd3tu0l+13jixAkBIC+88EKud+K8ytida0nLw4a3rtfrueYoeNW3+441bU6C51q4fYaHhwWAPP300945JnvDcd8v8xwQz2u4F8zly5djnZjv3bE7t2JtZR8S9u3bl8sHQvM/Pl/mOYhQm3OZfLZieI4ua6W+73hr266urliepVIpNheSZQuuJ/sVt5edWAeQGqXAdhBdXV2Jeac88yS+VfY8P8Mrpvl64WuQ7wNpx7v25YgQdkV1uVzONd+Zcd2v7dhOYs+ePZEDW0cBICJ+1QnH8eHZftuorjqA1TFpMV4srD6yDWsVA6xC4TR953d1dcXO98UjchU5rFqo1+ty8uTJmOokS11jHcXFOmRaHsbEP7kZUjvZenE9eN9VN/E53D623G69XLWaPcdVqrCazHbo7r5brl27dsViULEKxS23u2+/F2LzzPKBkJJMJOnLrGYKtTmXyWcrxt6Q3Dz5+nDVMXy89QH3eNtxuGTZwqfaYr/y+RHnweV0P9PKaYQUVyLJeF3Wvu71wGmkfaLWHh/6pK2vnqzKYjVglnLSd907frozO4lDhw7FDJSlOxbxNyTrhlmHn/aZwzTsE6a776bBenZO03e+qy1n7bM9hvfdPPiTj1xvkaRuPM8nOVmXH9pvVzMPJNdJsC1Ye76yshKrF3++lNd78LoUIPlJ1HPnzsXy4Ii6nIevHq72P+QDoTUp9hjOw10XEWpzLpPPVoxNw91Pix6cdnzomsxjC17/wX7ltpf9G+fB5bx8+XLseDeN0NoNXx5sX99+2idq7e+hT9r68uR1Enw/S1uD5ebh4uS5MzsJHUnE6+6WQUcSG+hIQkcSvk5CRxJJW/uu+x0/krBOqHMSOiehcxI6J6FzEjonkdhU3aTqJlU3qbpJ1U3bo27SdRKKoihK6jqJHREqXFEURdketJNQFEVRUtFOQlEURUlFOwlFURQlFe0kFEVRlFS0k1AURVFS0U5CURRFSWVHdhLFYhHGmGgrFouJY+bn5zEyMoJisYiRkRFMT0+jXC7DGINyuZxIo1QqxY6fnZ3NPH92dhaDg4OxNMrlMgqFAowxKBQKGBwcjJ0zPT0dS3N+fj5W5unp6dj509PTiXrNzs7G0uzr64uVYXBwMLMem8mT8+jq6sq0zdjYWGx/cHAwkUdXV1csTd4GBwczfWBsbCx2/NjYWB7Xyax7X19fZvtxvWZnZ4Pl4vZg+zPst6HjgaRPsJ+FfCBPmr66urCP8NbX1xfMk+seKrctn3v9hcjj71ll8tmO0xwbG4udMzY2lplnnnpzHnz/KpfLD9zmqfhW2D1u2/j4eGLFpF1ab5fjuzF0Qkv8QyEweFk7n+/7lCiHBwmFzOCl8qFPL9qVme2EAgktz8+Tp11FXq/7PzvJtuHwFVlhBoaGhuTatWtRexhjYmECarWa+OAwEHlCTTBcd/7sJLefLywHfwKSyxUKy8H4Pi3abngY9rOQD+RJM/TpUPYRe40aY3J/XjYURoXLbVcoDwwMxD716sY8YvL4e1aZfLbjNPlTu6HQOHnqzeF4+POw7YblSAM7+XsSbidhOwgXDiCXJ1hYVjA9DpDF59s03Dw50GAo+J5IPOiWMdkfcbdpthNUMBToK0+eNg/Xtm4AM7YNB8LLG7DMDaYnIonAeC72RuwSClrHcN2NiX/AntvPF+CPPybP5QoF+GPYb0PH23K5PsF+FvKBPGn66urCPuJrTw4QyIQCMnK5bQfhwkEFmTz+nlUmLoMvzXq9LjMzM7GAmFlBNvPUG4gH9rT3LzeNdgL8pfHYdRIAigA+AXAudCx3Em64XxFJhKLOE3Y4Kyy3L6y0e779G9/oOJRxVhhvkWT43tXV1Vi9+HigvfDkeUIG58lzeXk5ZlsOhcy2dUNRsx3SbOeG5RaRxDkuNg+XUPhrXxpu3dmWXG6ul0g8DLWvXKFQ4Qz7beh4m6frE+xnIR/Ik6avrny86yO+9uRQ40wotDuX215vLhye3FfOkL9nlYnL4EuzUCgk/D8rXH+eevuuF75/tRMqPI3HsZP4JYC5zXQSOpK4XwYdSWygI4n7aehIwo+OJHbQSAJAFcACgKPtdhI6J6FzEjoncR+dk9A5iUc9J7EtUWCNMe8B+A2AbgCviMjPPMf8HMDPAWBgYGD87Nmz0W9Hjx6FW25jDBYXF2PnLyws4O2338b169cxODiIffv24dNPP8WdO3dQKpXQarViaRSLRdRqtej4w4cP48qVK6nnHz9+HB9//DFu3rwZpVEqlXDnzp1ov7+/H6urq9E5hw4dwtdffx2l+eKLL+LYsWPR8a+++ircaLcTExN4/fXXY/V64403cP78+SjNcrmM7777LpZnpVJJrcdm8pyZmYnlUS6XsX///lTbVKtVfPXVV9H+k08+GbPTxMQEPv/8c9y+fRtp9Pf349133039/aWXXsKXX34Z7Q8PD+Ott95KPd4H1727uzthS7f9uF7Hjx/Hyy+/nFkubg+2P8N+GzoeSPoE+1nIB/Kk6aurC/sI093djffffz8zT657qNxTU1Ox661UKuHDDz/MzCOPv2eVyWc7TnN4eBgiEp1jjIn5BOeZp94ffPBBLA9jTOz+VSqVcODAgQdq82effdYbBXbLOwljzM8A/K2I/MIY81OkdBIuGipcURTl0fI4hQqfBDBjjPkjgLMAjhpj3t6GciiKoigBtryTEJF/EpGqiAwB+HsAiyLy4laXQ1EURQmzI1dcK4qiKFtDx3ZmLiIfAfhoO8ugKIqipKMjCUVRFCWVbZHAtosx5iaA5e0uh6Ioyg+YH4lIP/9xR3QSiqIoyvagr5sURVGUVLSTUBRFUVLRTkJRHIwxd40xV5ztH40x/3Xv/9eMMX9yfvsrY8xHxpgJ5/whY8zn9/7/U2OMGGP+zvn93L1IA3DPNcZ0GWP+zRjze2PMb40x/2uM+ckWV19REmyrBFZRHkP+LCKHfT/4wsgYY0LpfQXgNID/Dhz3HwC+BHBQRNaNMX8B4C/zFlpRHhXaSSjKo+VTACVjzN+IyP/4DjDG/BjATwCcEJF1ABCRPwD4w9YVU1H8aCehKHE6jTFXnP3fiMg7gXP+0xjz53v/fwLAOv3+L/c2bycBoA7giojcbbu0ivKI0U5CUeKkvm7K4ISIXAI25iQAnHN/FJH/u/fB+r9+OEVUlK1DJ64VZWv4NTbmJnz8FsAhY4xej8pjhzqlomwBIvIhgF4Ahzy//R7AJQD/bO7NhBtjDhpjnt/aUipKEu0kFCVOJ0lg//Uhpv1rbHy618c/ANgP4Jox5jMA/w5g5SHmrSibQsNyKIqiKKnoSEJRFEVJRTsJRVEUJRXtJBRFUZRUtJNQFEVRUtFOQlEURUlFOwlFURQlFe0kFEVRlFS0k1AURVFS+X8jRPhQEWKwNQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot box plot of logmove vs. store demographic columns\n",
    "for cl in storedemo.columns[1:]:\n",
    "    p = sales.loc[sales[\"logmove\"] != 0].boxplot(column=\"logmove\", by=cl)\n",
    "    p.set_title(\"logmove by {}\".format(cl), linespacing=3)\n",
    "    p.set_xlabel(cl)\n",
    "    p.set_ylabel(\"logmove\")\n",
    "    p.get_xaxis().set_ticks([])\n",
    "    plt.suptitle(\"\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot box plot of logmove across different brands and stores\n",
    "for by_cl in [\"brand\", \"store\"]:\n",
    "    p = sales.loc[sales[\"logmove\"] != 0].boxplot(column=\"logmove\", by=by_cl)\n",
    "    p.set_title(\"logmove by {}\".format(by_cl), linespacing=3)\n",
    "    p.set_xlabel(by_cl)\n",
    "    p.set_ylabel(\"logmove\")\n",
    "    p.get_xaxis().set_ticks([])\n",
    "    plt.suptitle(\"\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Check seasonality and autocorrelation\n",
    "\n",
    "Overall, we don't find a strong seasonality in the data. It seems that there is a weak yearly-seasonality according to the seasonal-trend-level decomposition and the autocorrelation values around the lag of 52 weeks. As a rough estimate, autocorrelation beyond 20 weeks is usually very small."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/data/anaconda/envs/forecasting_env/lib/python3.6/site-packages/ipykernel_launcher.py:4: FutureWarning: the 'freq' keyword is deprecated, use 'period' instead\n",
      "  after removing the cwd from sys.path.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Figure(432x288)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check Seasonality\n",
    "# Not much seasonality is found\n",
    "d = sales.loc[(sales[\"store\"] == 2) & (sales[\"brand\"] == 1)].copy()\n",
    "decom = sm.tsa.seasonal_decompose(d[\"move\"].values, freq=52)\n",
    "print(decom.plot())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# autocorrealtion: weekly, monthly, quarterly, yearly\n",
    "def single_autocorr(series, lag):\n",
    "    \"\"\"\n",
    "    Autocorrelation for single data series\n",
    "    :param series: traffic series\n",
    "    :param lag: lag, days\n",
    "    :return:\n",
    "    \"\"\"\n",
    "    s1 = series[lag:]\n",
    "    s2 = series[:-lag]\n",
    "    ms1 = np.mean(s1)\n",
    "    ms2 = np.mean(s2)\n",
    "    ds1 = s1 - ms1\n",
    "    ds2 = s2 - ms2\n",
    "    divider = np.sqrt(np.sum(ds1 * ds1)) * np.sqrt(np.sum(ds2 * ds2))\n",
    "    return np.sum(ds1 * ds2) / divider if divider != 0 else 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/data/anaconda/envs/forecasting_env/lib/python3.6/site-packages/numpy/core/fromnumeric.py:3118: RuntimeWarning: Mean of empty slice.\n",
      "  out=out, **kwargs)\n",
      "/data/anaconda/envs/forecasting_env/lib/python3.6/site-packages/numpy/core/_methods.py:85: RuntimeWarning: invalid value encountered in double_scalars\n",
      "  ret = ret.dtype.type(ret / rcount)\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sample_store = 2\n",
    "brand_list = sales[\"brand\"].unique()\n",
    "l_range = list(range(1, 53))\n",
    "\n",
    "for j in range(len(brand_list)):\n",
    "    brand = brand_list[j]\n",
    "    d = sales.loc[(sales[\"store\"] == sample_store) & (sales[\"brand\"] == brand)].copy()\n",
    "    cor = []\n",
    "    for l in l_range:\n",
    "        cor.append(single_autocorr(d[\"logmove\"].values, l))\n",
    "    l_range.insert(0, 0)\n",
    "    cor.insert(0, 1)\n",
    "    plt.scatter(list(l_range), cor)\n",
    "    plt.plot(list(l_range), cor)\n",
    "    plt.title(\"time series for autocorrelation for store {} brand {}\".format(sample_store, brand))\n",
    "    plt.xlabel(\"lag\")\n",
    "    plt.ylabel(\"autocorrelation\")\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Impact of promotional information: deal and feat\n",
    "\n",
    "We find that deal column has a very significant impact on sales. The impact of feat column also looks strong although the pattern shown in the scatter plot is a bit noisy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'logmove')"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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JjZl5bksrkSR1nEavml4eEfMiYt+ImLjl1dLKJEmVa7QlMbf4+Ym6aZ4CK0kjXKNXXL+61YVIkjpPoxfTvXuIyc8BP/G5EpI0cjXa3XQG8CfA8mK8D7gbeG1EXJKZX2tBbZKkijUaEpuBAzPzlwDFU+q+BLwZuBMwJCRpBGr07KbpWwKisBp4bXGDv+Yv85UkdYVGWxJ3RcRNwLXF+AnAnRGxB/BssxuNiP8BfIjaGVI/AU7LzBebXY8kqbUaDYmPAu8G/hu1O8BeBVyfmQnMaWaDEfFK4GPAQZn5m4j4FnAScGUz69G2vFmapFZo9BTYjIjvAS9R+/Z/bxEQO7PdCRGxAdgdeGon1iW8WZqk1mjomEREnAjcS62b6UTgnog4YUc2mJlPAv8LeAxYCTyXmbfuyLokSa3VaHfThcCbtlwTERGTgduB65rdYES8AjgOeDW14xnXRsT7M/Prg5abB8wDmDp1KgMDA81uquc0+xk9//zzO/S5+m+hXWWHWqa3NPeePca6z+6MRkNi1KCL5tbS+JlRgx0J/CIznwaIiH8CZgPbhERmLgGWAMyaNSub7RbpObfc3HTX0Y50N+3IdqShPNLX/HumX3Bz092q2jmNhsQtEfFdoL8Yfx/wnR3c5mPAIRGxO7XHoR4BrNjBdUmSWqjRA9fnRcR7gEOpnd20JDNv2JENZuY9EXEd8ANgI/BDihaDJKmzNNqSIDOvB67fFRvNzIuAi3bFuiRJrTNsSETEr6md8vqyWdTOjP2tllQlSeoIw4ZEZu7VrkIkSZ1nR89QkiT1AENCklTKkJAklWr47CZ1vnZcvbr3hLHNb0NS1zIkRogduQrVq1clbY/dTZKkUoaEJKmUISFJKmVISJJKGRKSpFKGhCSplCEhSSplSEiSShkSkqRShoQkqZQhIUkqZUhIkkoZEpKkUoaEJKmUISFJKmVISJJKGRKSpFKGhCSplCEhSSplSEiSShkSkqRShoQkqZQhIUkqZUhIkkoZEpKkUoaEJKmUISFJKlVJSETEPhFxXUT8LCIejIg/qaIOSdLwxlS03c8Dt2TmCRGxG7B7RXVIkobR9pCIiN8C3gJ8ECAzXwJeancdkqTtq6Il8XvA08A/RsTrgfuAP8/MdfULRcQ8YB7A1KlTGRgYaHedPcHPVd3Gfba9qgiJMcAfA/Mz856I+DxwAfCX9Qtl5hJgCcCsWbOyr6+v3XWOfLfcjJ+ruor7bNtVceD6CeCJzLynGL+OWmhIkjpM20MiM1cBj0fEAcWkI4AH2l2HJGn7qjq7aT5wdXFm038Cp1VUhyRpGJWERGb+CJhVxbZ7UUSUz1tU/r7MbEE10va5z3YOr7juAZk55Gv58uWl8/zPpiq5z3aOqrqbVKGhvqX5H0ydzH22OrYkekxZM3645r1Upfp9c/z48UNOV+sYEj2qvukudYPMZNmyZe6zbWZISOp4U6ZMGXZcrWNISOp4q1evHnZcreOB6x5lf666TUQwfvx4XnzxxapL6Sm2JHpMWX+u/bzqVPX7Zn1AuM+2hyHRYzy7Sd2mft+cNm3akNPVOoZEj/LsJnWbzOSqq65yn20zQ0JSx5s5c+aw42odQ0JSx7v//vuHHVfreHZTj7I/V90mIpg2bRqPPfZY1aX0FFsSPcazm9Rt6vfN+oBwn20PQ6IHDXVHTamTuc9Wx+6mHuQdNdVt3GerY0uix3idhLpN/b7Z19c35HS1jiHRo7xOQt0mM7nooovcZ9vMkJDU8U455ZRhx9U6hoSkjnf11VcPO67W8cB1j7I/V90mIujr62POnDlVl9JTbEn0GK+TULep3zcHBgaGnK7WMSR6kOecq9u4z1bHkJAklTIkJEmlDAlJUilDQpJUypCQJJUyJCRJpQwJSVIpr7juQd52Wd3GfbY6tiR6jLcKV7ep3zcvueSSIaerdQyJHuWtwtVtMpPDDjvMfbbNKguJiBgdET+MiJuqqkFSd/j2t7897Lhap8qWxJ8DD1a4fUld4vjjjx92XK1TSUhExH7AMcBXqti+av25c+bMsV9XXSMiuOuuu9xn2yyq6N+LiOuAvwH2Aj6eme8YYpl5wDyAqVOnvvGaa65pb5Ej2FD341++fHkFlUiNcZ9tvTlz5tyXmbMGT2/7KbAR8Q5gdWbeFxF9Zctl5hJgCcCsWbOy/gHo2jlbvhgMDAzg56pu4D5bnSq6mw4Fjo2IR4BrgMMj4usV1CFJ2o62h0RmfiIz98vM6cBJwB2Z+f521yFJ2j6vk5Aklar0thyZOQAMVFmDJKmcLQlJUqlKToFtVkQ8DTxadR0j0CRgTdVFSE1wn22d/TNz8uCJXRESao2IWDHUedFSp3KfbT+7myRJpQwJSVIpQ6K3Lam6AKlJ7rNt5jEJSVIpWxKSpFKGRA+IiKMi4j8i4qGIuGCI+eMi4pvF/HsiYnr7q5RqIuKKiFgdEfeXzI+I+Ptif/1xRPxxu2vsJYbECBcRo4EvAkcDBwEnR8RBgxY7A/hVZs4A/g5Y1N4qpW1cCRw1zPyjgdcUr3nAl9pQU88yJEa+g4GHMvM/M/MlanfePW7QMscBVxXD1wFHhE92UUUy807gmWEWOQ74atbcDewTEfu2p7reY0iMfK8EHq8bf6KYNuQymbkReA747bZUJzWvkX1au4ghMfIN1SIYfEpbI8tIncL9tY0MiZHvCeBVdeP7AU+VLRMRY4C9Gb65L1WpkX1au4ghMfL9G/CaiHh1ROxG7UFPSwctsxQ4tRg+gdqDoPxmpk61FPhAcZbTIcBzmbmy6qJGqkqfJ6HWy8yNEXEO8F1gNHBFZv40Ii4BVmTmUuBy4GsR8RC1FsRJ1VWsXhcR/UAfMCkingAuAsYCZOZi4DvAnwIPAS8Ap1VTaW/wimtJUim7myRJpQwJSVIpQ0KSVMqQkCSVMiQkSaUMCWknRMTFEfHxHXjfByPiH1pRk7QrGRKSpFKGhNSkiLiweD7H7cABxbTfj4hbIuK+iLgrIl5XTH9n8YyOH0bE7RExtdLipSYZElITIuKN1K5IfwPwbuBNxawlwPzMfCPwceDSYvr3gEMy8w3UbtO+oL0VSzvH23JIzTkMuCEzXwCIiKXAeGA2cG3dYzjGFT/3A75ZPO9gN+AX7S1X2jmGhNS8wfeyGQU8m5l/NMSyXwD+NjOXRkQfcHGLa5N2KbubpObcCbwrIiZExF7AO6ndZO4XEfFe2PoM5tcXy+8NPFkMn/qytUkdzpCQmpCZPwC+CfwIuB64q5h1CnBGRPw78FP+6xGxF1PrhroLWNPeaqWd511gJUmlbElIkkoZEpKkUoaEJKmUISFJKmVISJJKGRKSpFKGhCSplCEhSSr1/wHC/yFh2boEiAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the impact of deal, feat by plotting logmove vs feat and deal\n",
    "# These two features significantly impact the sales\n",
    "plt.scatter(sales[\"feat\"], sales[\"logmove\"])\n",
    "plt.title(\"logmove vs feat\")\n",
    "plt.xlabel(\"feat\")\n",
    "plt.ylabel(\"logmove\")\n",
    "p = sales.boxplot(column=\"logmove\", by=\"deal\")\n",
    "plt.suptitle(\"\")\n",
    "p.set_title(\"logmove by deal\", linespacing=3)\n",
    "p.set_xlabel(\"deal\")\n",
    "p.set_ylabel(\"logmove\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Impact of price\n",
    "\n",
    "We find that the sales does typically decrease when the absolute price or the relative price of the product increases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# correlation between the sales and price, sales and relative price\n",
    "sales[\"price\"] = sales.apply(lambda x: x.loc[\"price\" + str(int(x.loc[\"brand\"]))], axis=1)\n",
    "price_cols = [\n",
    "    \"price1\",\n",
    "    \"price2\",\n",
    "    \"price3\",\n",
    "    \"price4\",\n",
    "    \"price5\",\n",
    "    \"price6\",\n",
    "    \"price7\",\n",
    "    \"price8\",\n",
    "    \"price9\",\n",
    "    \"price10\",\n",
    "    \"price11\",\n",
    "]\n",
    "sales[\"avg_price\"] = sales[price_cols].sum(axis=1).apply(lambda x: x / len(price_cols))\n",
    "sales[\"price_ratio\"] = sales.apply(lambda x: x[\"price\"] / x[\"avg_price\"], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(sales[\"price\"], sales[\"logmove\"])\n",
    "plt.title(\"logmove vs price\")\n",
    "plt.xlabel(\"price\")\n",
    "plt.ylabel(\"logmove\")\n",
    "plt.show()\n",
    "plt.scatter(sales[\"price_ratio\"], sales[\"logmove\"])\n",
    "plt.title(\"logmove vs price_ratio\")\n",
    "plt.xlabel(\"price ratio\")\n",
    "plt.ylabel(\"logmove\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "forecasting_env",
   "language": "python",
   "name": "forecasting_env"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
